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> [!IMPORTANT]
> [Awesome MCP Servers](https://glama.ai/mcp/servers) web directory.

A curated list of awesome Model Context Protocol (MCP) servers.

* [What is MCP?](#what-is-mcp)
* [Clients](#clients)
* [Tutorials](#tutorials)
* [Community](#community)
* [Legend](#legend)
* [Server Implementations](#server-implementations) 
* [Frameworks](#frameworks)
* [Tips & Tricks](#tips-and-tricks)

## What is MCP?

[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

## Clients

Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).

## Tutorials

* [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score)
* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)

## Community

* [r/mcp Reddit](https://www.reddit.com/r/mcp)
* [Discord Server](https://glama.ai/mcp/discord)

## Legend

* 🎖️ – official implementation
* programming language
  * 🐍 – Python codebase
  * 📇 – TypeScript (or JavaScript) codebase
  * 🏎️ – Go codebase
  * 🦀 – Rust codebase
  * #️⃣ - C# Codebase
  * ☕ - Java codebase
  * 🌊 – C/C++ codebase
  * 💎 - Ruby codebase

* scope
  * ☁️ - Cloud Service
  * 🏠 - Local Service
  * 📟 - Embedded Systems
* operating system
  * 🍎 – For macOS
  * 🪟 – For Windows
  * 🐧 - For Linux

> [!NOTE]
> Confused about Local 🏠 vs Cloud ☁️?
> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.

## Server Implementations

> [!NOTE]
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.

* 🔗 - [Aggregators](#aggregators)
* 🤝 - [Agreements & Coordination](#agreements--coordination)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 👨‍💻 - [Code Execution](#code-execution)
* 🤖 - [Coding Agents](#coding-agents)
* 🖥️ - [Command Line](#command-line)
* 💬 - [Communication](#communication)
* 🗣️ - [Conversational AI](#conversational-ai)
* 🔑 - [Cryptography](#cryptography)
* 👤 - [Customer Data Platforms](#customer-data-platforms)
* 🗄️ - [Databases](#databases)
* 📊 - [Data Platforms](#data-platforms)
* 🚚 - [Delivery](#delivery)
* 🛠️ - [Developer Tools](#developer-tools)
* 🧮 - [Data Science Tools](#data-science-tools)
* 📊 - [Data Visualization](#data-visualization)
* 📟 - [Embedded system](#embedded-system)
* 🎓 - [Education](#education)
* 🛒 - [E-Commerce](#e-commerce)
* 🌳 - [Environment & Nature](#environment-and-nature)
* 📂 - [File Systems](#file-systems)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🏠 - [Home Automation](#home-automation)
* 🏭 - [Industrial & IoT](#industrial--iot)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🖥️ - [OS Automation](#os-automation)
* 🎙️ - [Podcasts](#podcasts)
* 📋 - [Product Management](#product-management)
* 🏠 - [Real Estate](#real-estate)
* 🔬 - [Research](#research)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🌐 - [Social Media](#social-media)
* 🔮 - [Spirituality & Esoterica](#spirituality-and-esoterica)
* 🏃 - [Sports](#sports)
* 🎧 - [Support & Service Management](#support-and-service-management)
* 🌎 - [Translation Services](#translation-services)
* 🎧 - [Text-to-Speech](#text-to-speech)
* 🎙️ - [Speech-to-Text](#speech-to-text)
* 🚆 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🏢 - [Workplace & Productivity](#workplace-and-productivity)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)

### 🔗 <a name="aggregators"></a>Aggregators

Servers for accessing many apps and tools through a single MCP server.

- [Correctover/mcp-server](https://github.com/Correctover/mcp-server) [![Correctover MCP server](https://glama.ai/mcp/servers/Correctover/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Correctover/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22μs P50. 87 self-healing rules with MAPE-K autonomic loop. BYOK direct connect to 9 providers (OpenAI, Anthropic, DeepSeek, Moonshot, Zhipu AI, Qwen, SiliconFlow, Groq, Together AI). L3 failover in 949ms E2E. Install: `npx -y correctover-mcp-server`.
- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [![daedalusdevelopmentgroup/ddg-agent-payable-services MCP server](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services/badges/score.svg)](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`.
- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [![forgemeshlabs/coinopai-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.
- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [![forgemeshlabs/anomaly-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. `npx -y @forgemeshlabs/anomaly-mcp`
- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
- [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. `npx -y @2sio/mcp`
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a `discover` meta-tool over the whole network and a cross-vertical referral graph. No API keys. `npx mcp-pulsenetwork`
- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [![mcpqueen/mcpqueen MCP server](https://glama.ai/mcp/servers/mcpqueen/mcpqueen/badges/score.svg)](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - The graded MCP registry: live-probes every remote server in the official registry (initialize, tools/list, schema quality, latency, provenance) and publishes evidence-backed grades — searchable by agents via its own MCP endpoint at [mcpqueen.com](https://mcpqueen.com).
- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [![szp2005/llm-prices-cn MCP server](https://glama.ai/mcp/servers/szp2005/llm-prices-cn/badges/score.svg)](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required.
- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [![agentbodega MCP server](https://glama.ai/mcp/servers/agentbodegastore/agentbodega/badges/score.svg)](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with `npx -y @agentbodega/mcp`.
- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
- [doggychip/agentforge](https://github.com/doggychip/agentforge) [![doggychip/agentforge MCP server](https://glama.ai/mcp/servers/doggychip/agentforge/badges/score.svg)](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [![aidevelopers2/remoteopenclaw-mcp MCP server](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: `claude mcp add remoteopenclaw -- npx -y remoteopenclaw`. CLI: `npx remoteopenclaw search <query>`. Free, no API key.
- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [![garasegae/aiskillstore MCP server](https://glama.ai/mcp/servers/garasegae/aiskillstore/badges/score.svg)](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini.
- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [![alexanderclapp/clirank-mcp-server MCP server](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev).
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [![Work90210/APIFold MCP server](https://glama.ai/mcp/servers/Work90210/APIFold/badges/score.svg)](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.
- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [![alexar76/aimarket-plugins MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-plugins/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`.
- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [![Alepha188838884/context-firewall MCP server](https://glama.ai/mcp/servers/Alepha188838884/context-firewall/badges/score.svg)](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery (measured: 122 tools → 4, ~28.6K tokens of definitions saved), compresses large tool outputs (HTML→Markdown, JSON structure summarization, base64 stripping — 60–95% measured on real pages/APIs) with full-output retrieval via `read_more`, and prints a per-session token-savings report. Security-relevant outputs are never silently compressed. Install: `npx -y context-firewall --config config.json`
- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [![reefapi/reefapi-mcp MCP server](https://glama.ai/mcp/servers/reefapi/reefapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp.
- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [![RightOnPar-LLC/mesh-connector MCP server](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector/badges/score.svg)](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - Agent-to-agent capability exchange (MeshMarket): agents browse keylessly, self-onboard via mesh_signup, rent memory/reasoning/safety per call, list their own tools with mesh_publish, and settle in closed-loop credits on a debit-first ledger.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [![agoragentic-integrations MCP server](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations/badges/score.svg)](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [![deepseek-mcp-server MCP server](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [![adw0rd/awesome-mcp-tools-mcp MCP server](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - CLI + stdio MCP bridge for the [awesome-mcp.tools](https://awesome-mcp.tools) catalog (2,000+ MCP servers, refreshed every 6h). Search from terminal (`npx awesome-mcp search postgres`) or wire the hosted server into Claude / Cursor / Codex / Cline / Windsurf. Endpoint: `https://awesome-mcp.tools/mcp` (Streamable HTTP, no auth). Zero deps, MIT.
- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [![avotsai/avots-mcp MCP server](https://glama.ai/mcp/servers/avotsai/avots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/avotsai/avots-mcp) 📇 ☁️ - Hosted multi-model AI media + chat: image, video, audio, face-swap and talking-avatar generation plus chat across 300+ models (Claude, GPT, Gemini, DeepSeek…) from one balance and one key.
- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [![Score](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api/badges/score.svg)](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402.
- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [![Continuum-AI-Corp/orcarouter-mcp-server MCP server](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, …) with live pricing — no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. `npx -y @orcarouter/mcp`.
- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
- [depwire/depwire](https://github.com/depwire/depwire) [![depwire/depwire MCP server](https://glama.ai/mcp/servers/depwire/depwire/badges/score.svg)](https://glama.ai/mcp/servers/depwire/depwire) 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
- [edgarriba/prolink](https://github.com/edgarriba/prolink) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
- [Proofpane/releases](https://github.com/Proofpane/releases) [![Proofpane/releases MCP server](https://glama.ai/mcp/servers/Proofpane/releases/badges/score.svg)](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo.
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [![evc-spark-mcp MCP server](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp/badges/score.svg)](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [![gpu-bridge-mcp-server MCP server](https://glama.ai/mcp/servers/gpu-bridge/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
-  [carlosahumada89/govrider-mcp-server](https://github.com/carlosahumada89/govrider-mcp-server) [![@carlosahumada89-govrider-mcp-server MCP server](https://glama.ai/mcp/servers/@carlosahumada89-govrider-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@carlosahumada89-govrider-mcp-server) ☁️  📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [![gzoo-cortex MCP server](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [![hedging8563/tokenlab-mcp-server MCP server](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway MCP server for model and pricing discovery, OpenAI-compatible Chat Completions, and native Responses, Anthropic Messages, and Gemini inference. Catalog tools require no API key; inference tools use an optional TokenLab key.
- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [![HelpCode-ai/anythingmcp MCP server](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp/badges/score.svg)](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.
- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [![jabbawocky/proposalcraft MCP server](https://glama.ai/mcp/servers/jabbawocky/proposalcraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft`
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
- [Jovancoding/Network-AI](https://github.com/Jovancoding/Network-AI) [![network](https://glama.ai/mcp/servers/Jovancoding/network-ai/badges/score.svg)](https://glama.ai/mcp/servers/Jovancoding/network-ai) 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. `npx network-ai-server --port 3001`.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.
- [codeislaw101/katzilla](https://github.com/codeislaw101/katzilla) [![codeislaw101/katzilla MCP server](https://glama.ai/mcp/servers/codeislaw101/katzilla/badges/score.svg)](https://glama.ai/mcp/servers/codeislaw101/katzilla) 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx @katzilla/mcp`.
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.
- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [![kansei-link/kansei-mcp-server MCP server](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first MCP navigator with verified data on 11,000+ SaaS services, 200 workflow recipes, and 89-97% token savings vs web search.
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
- [malamutemayhem/unclick](https://github.com/malamutemayhem/unclick) [![malamutemayhem/unclick MCP server](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints/badges/score.svg)](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) 📇 🏠 🍎 🪟 🐧 - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. `npx @unclick/mcp-server`
- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [![mambalabsdev/mcp-gtm-suite MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors.
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [![Markgatcha/universal-mcp-toolkit MCP server](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) 📇 ☁️ 🏠 🍎 🪟 🐧 - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [![MastadoonPrime/sylex-search MCP server](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search/badges/score.svg)](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search`
- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [![mediiiiium/mcp-jp MCP server](https://glama.ai/mcp/servers/mediiiiium/mcp-jp/badges/score.svg)](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package.
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [![MikkoParkkola/mcp-gateway MCP server](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [![mroops0111/openapi-mcp-gateway MCP server](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [![Octodamus/octodamus-core MCP server](https://glama.ai/mcp/servers/Octodamus/octodamus-core/badges/score.svg)](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [![opentabs-dev/opentabs MCP server](https://glama.ai/mcp/servers/opentabs-dev/opentabs/badges/score.svg)](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. 
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
- [portel-dev/ncp](https://github.com/portel-dev/ncp) 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [![RipperMercs/tensorfeed MCP server](https://glama.ai/mcp/servers/RipperMercs/tensorfeed/badges/score.svg)](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [![Rendeverance/toolfunnel MCP server](https://glama.ai/mcp/servers/Rendeverance/toolfunnel/badges/score.svg)](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport.
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight by [x402station.io](https://x402station.io) — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`.
- [scotia1973-bot/api-hub](https://github.com/scotia1973-bot/api-hub) [![scotia1973-bot/api-hub MCP server](https://glama.ai/mcp/servers/scotia1973-bot/api-hub/badges/score.svg)](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) 🐍 ☁️ 📇 🍎 🪟 🐧 - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: `pip install gadgethumans-api-hub-mcp` or `uvx gadgethumans-api-hub-mcp`. Hosted at `api.gadgethumans.com/mcp`.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [![smart-mcp-proxy/mcpproxy-go MCP server](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go/badges/score.svg)](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [![thebrierfox/the-stall MCP server](https://glama.ai/mcp/servers/thebrierfox/the-stall/badges/score.svg)](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - 209 pay-per-call AI capabilities via x402 USDC micropayments on Base mainnet. Covers US/global equities, crypto/DeFi analytics, options chains, dealer GEX, macro indicators, congressional trades, prediction markets, on-chain intelligence, EVM & Solana analysis, SEC filings, weather, aviation, and more. No API key — pay per call from $0.001 USDC.
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠  ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
- [toadlyBroodle/satring](https://github.com/toadlyBroodle/satring/tree/main/mcp) [![toadlyBroodle/satring MCP server](https://glama.ai/mcp/servers/toadlyBroodle/satring/badges/score.svg)](https://glama.ai/mcp/servers/toadlyBroodle/satring) 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy)  📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [![APIbase MCP server](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase/badges/score.svg)](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.
- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [![Wolido/OpenAaaS MCP server](https://glama.ai/mcp/servers/Wolido/OpenAaaS/badges/score.svg)](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: `uvx openaaas-mcp-adapter`.
- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [![x402-discovery-mcp MCP server](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [![x402-index/x402search-mcp MCP server](https://glama.ai/mcp/servers/x402-index/x402search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.
- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [![ikoskela/wisepanel-mcp MCP server](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.
- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [![Swarmwage/swarmwage MCP server](https://glama.ai/mcp/servers/Swarmwage/swarmwage/badges/score.svg)](https://glama.ai/mcp/servers/Swarmwage/swarmwage) 🎖️ 📇 ☁️ - Open MCP-native agent hire protocol — discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.
- [ertad-family/liquid](https://github.com/ertad-family/liquid) [![ertad-family/liquid MCP server](https://glama.ai/mcp/servers/ertad-family/liquid/badges/score.svg)](https://glama.ai/mcp/servers/ertad-family/liquid) 🐍 ☁️ 🏠 - Connect your agent to any HTTP API on the fly — discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (`uvx --from 'liquid-api[mcp]' liquid-mcp`); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL).
- [tsouth89/toolport](https://github.com/tsouth89/toolport) [![tsouth89/toolport MCP server](https://glama.ai/mcp/servers/tsouth89/toolport/badges/score.svg)](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - One local gateway and manager for all your MCP servers, shared across every AI coding tool (Claude, Cursor, VS Code, Codex, and more). Set up and authenticate each server once; lazy discovery keeps each agent's context small, and keys stay in your OS keychain. No Docker, no cloud.
- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [![skillselion/skillselion-mcp MCP server](https://glama.ai/mcp/servers/skillselion/skillselion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the [Skillselion](https://skillselion.com) catalog, ranked by real install counts + GitHub stars. `load_skill` fetches a real SKILL.md mid-task. Install: `npx -y skillselion-mcp`.
- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [![singhpratech/crimson-crab-mcp-template MCP server](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - A ready-to-clone Rust MCP server that calls Anthropic's Claude API via the crimson-crab SDK. Exposes an `ask_claude` tool. MIT/Apache-2.0.
- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [![forcedreamai/forcedream-mcp MCP server](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke, and cryptographically verify AI agents on a paid agent marketplace. 13 tools spanning code generation (6-module engineering verification), security scanning (OSV.dev + GitGuardian), and lead scoring (8 real sources). Every result is Ed25519-signed and independently verifiable -- no trust in the platform required. Install: `npx -y @forcedream/mcp-server`.

### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics

- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [![astronomy-oracle MCP server](https://glama.ai/mcp/servers/gregario/astronomy-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle`
- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [![Viventine-Space/orbit-sentinel-mcp MCP server](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search 419,000+ space regulatory filings from FCC, ITU, UNOOSA, and FAA — semantic search, entity dossiers, spectrum holdings, launch licenses, and filing alerts, powered by [Orbit Sentinel](https://viventine.com/orbit-sentinel/). `brew install --cask viventine-space/tap/orbit-sentinel-mcp`

### 🤝 <a name="agreements--coordination"></a>Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [![CNSLabs/agreements-api-sdk MCP server](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk/badges/score.svg)](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [![humanforai/humanforai-mcp MCP server](https://glama.ai/mcp/servers/humanforai/humanforai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.

### 🎨 <a name="art-and-culture"></a>Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [![AceDataCloud/MCPFlux MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.

- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [![AceDataCloud/MCPNanoBanana MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.
- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [![AceDataCloud/MCPSeedream MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.
- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [![AIDataNordic/alexandria-mcp MCP server](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ - 
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. `npx myinstants-mcp`
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - MCP server for working with Blender
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [![icogenie-mcp MCP server](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [![travel-art-mcp MCP server](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: `find_art_events`, `find_museum_guide`, `recommend_art_trip`. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.
- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [![ArturLys/ao3-mcp MCP server](https://glama.ai/mcp/servers/ArturLys/ao3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search the Archive of Our Own (AO3) and delegate full-fic reading to a secondary model (Gemini), so the agent recommends from the actual text, not the author's blurb. `pip install ao3-mcp`
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server`
- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [![quokkapix/quokkapix-mcp MCP server](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP adapter/server for browser-only image workflows. Resize, compress, convert, remove backgrounds, strip metadata, watermark and export image packs through QuokkaPix without uploading source images to a processing server. `npx quokkapix-mcp`
- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. `npx @bluesprincemedia/thiri-mcp`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp`
- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [![forgemeshlabs/imagegen-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required.
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [![mcp-apple-music MCP server](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music/badges/score.svg)](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [![clanker-records/crompton-network MCP server](https://glama.ai/mcp/servers/clanker-records/crompton-network/badges/score.svg)](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. `npx @clanker-records/crompton-network`
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [![gradusnotation MCP server](https://glama.ai/mcp/servers/delmas41/gradusnotation/badges/score.svg)](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. `npx -y @gradusmusic/notation-mcp`
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [![ani-mcp MCP server](https://glama.ai/mcp/servers/gavxm/ani-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [![hanshs474/kavel-mcp MCP server](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel’s AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. `npx kavel-mcp`
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [![mei-gen-ai-design-mcp MCP server](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [![j-east/pixel-surgeon-mcp MCP server](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. `npx pixel-surgeon-mcp`
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [![labelgrid/labelgrid-mcp MCP server](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Official LabelGrid server — manage your music distribution catalog, releases, analytics and royalties from any MCP client.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [![leonardoca1/aesthetics-wiki-mcp MCP server](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics Wiki](https://aesthetics.fandom.com). Great for moodboards, brand direction, and creative inspiration. `uvx aesthetics-wiki-mcp`
- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [![memebo-at/memeboat-mcp MCP server](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create real, shareable memes from 25,000+ templates on [memebo.at](https://memebo.at). Search the catalog, caption a template, get a live meme URL back. Free, anonymous, no API key. Remote server at `https://memebo.at/mcp` or `npx -y memeboat-mcp`.
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [![text-to-model MCP server](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model/badges/score.svg)](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [![-nmlp-mcp MCP server](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp`
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [![Pantani/ableton-mind MCP server](https://glama.ai/mcp/servers/Pantani/ableton-mind/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [![Pantani/tdmcp MCP server](https://glama.ai/mcp/servers/Pantani/tdmcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Stop wiring nodes by hand — describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work.
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [![pzfreo/build123d-mcp MCP server](https://glama.ai/mcp/servers/pzfreo/build123d-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.
- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [![doctorm333/promptpilot-mcp-server MCP server](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [![rekordcloud/sonovault-mcp MCP server](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over 90M+ tracks, artists, labels, and releases: genre, release dates, ISRC/ISWC codes, and cross-platform IDs (Spotify, Apple Music, Tidal, Beatport, Discogs, MusicBrainz, YouTube). `npx -y sonovault-mcp`
- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [![flstudio-mcp MCP server](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [![shunshi-ai/bazi-reader-mcp MCP server](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp`
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [![mcp-alphabanana MCP server](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana/badges/score.svg)](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [![vicseeai/vicsee-mcp-server MCP server](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee.
- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [![XavierFabregat/spotify-mcp MCP server](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp`
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
- [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.

### 📐 <a name="architecture-and-design"></a>Architecture & Design

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [![aidc2026ai-melon/aidc-ai-mcp MCP server](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [![awdr74100/figwright MCP server](https://glama.ai/mcp/servers/awdr74100/figwright/badges/score.svg)](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [![bobaba99/motionlint MCP server](https://glama.ai/mcp/servers/bobaba99/motionlint/badges/score.svg)](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Catch bad animations before they ship. 13 deterministic checks on the live page (duration, easing, stagger, exits, reduced-motion, touch-gated hover) with no API key or LLM, plus optional vision-LLM UX review across viewports. Install via NPM: `npx -y motionlint mcp`
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [![excalidraw-architect-mcp MCP server](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [![cisco-open/network-sketcher MCP server](https://glama.ai/mcp/servers/cisco-open/network-sketcher/badges/score.svg)](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files.
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [![ejwhite7/brandkit-mcp MCP server](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`.
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [![flowzap-xyz/flowzap-mcp MCP server](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp`
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [![HalidSaglam/saglitzdesign-mcp MCP server](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call `create_design_system`. Offline, no API key, reads only local files. Install via NPM: `npx -y saglitzdesign-mcp`.
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [![karyaboyraz/mockit-mcp MCP server](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [![Kentucky-ai/opentakeoff MCP server](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff/badges/score.svg)](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp`
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [![posecode-dev/posecode MCP server](https://glama.ai/mcp/servers/posecode-dev/posecode/badges/score.svg)](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - "Mermaid for human movement" — a text language any LLM can write, rendered as a safe, anatomically-clamped 3D human figure in the browser.
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`.
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [![uxloom-dev/uxloom MCP server](https://glama.ai/mcp/servers/uxloom-dev/uxloom/badges/score.svg)](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists — then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints.

### <a name="bio"></a>Biology, Medicine and Bioinformatics
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [![gph-mcp-server MCP server](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.
- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [![Wellness CGM MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up.
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [![fulcra-context-mcp MCP server](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [![healthchainai/HealthChain MCP server](https://glama.ai/mcp/servers/healthchainai/HealthChain/badges/score.svg)](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`
- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [![Genomic-Agent-Discovery MCP server](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery/badges/score.svg)](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [![kushaim/practice-fusion-mcp MCP server](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - FHIR-first, read-only MCP server for the Practice Fusion EHR. Search patients and review appointments, conditions, medications, and lab results. SMART backend-services auth, audit-logged, HIPAA-conscious.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [![mgnirck/lecka-mcp MCP server](https://glama.ai/mcp/servers/mgnirck/lecka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mgnirck/lecka-mcp)
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [![MyMedi-AI/mymedi-ai-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [![SEOSiri-Official/biorobotics MCP server](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics/badges/score.svg)](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol.  🐍 🏠 🍎 🪟 🐧
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [![salwks/mcp-techTrend MCP server](https://glama.ai/mcp/servers/salwks/mcp-techTrend/badges/score.svg)](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [![NyxToolsDev/dicom-hl7-mcp-server MCP server](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [![musharna/plant-genomics-mcp MCP server](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) 🐍 🏠 🍎 🪟 🐧 - 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. `pipx install plant-genomics-mcp`.
- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [![heor-agent-mcp MCP server](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) 📇 ☁️ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [![PantelisGeorgiadis/dicomweb-mcp-server MCP server](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) 📇 ☁️ 🏠 - A DICOMweb MCP server that exposes a DICOMweb-compliant DICOM archive to AI assistants, enabling search of studies, series and instances, metadata inspection, structured report reading, encapsulated PDF text extraction, and frame rendering.
- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [![opdstar-nhi-mcp MCP server](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) 📇 ☁️ - Taiwan's first public MCP server for National Health Insurance (NHI) data — 234 rejection codes, 1,497 ICD-10→procedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by [OPDSTAR](https://opdstar.com). Install: `npx @opdstar/nhi-mcp`.
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [![aria-mcp-server MCP server](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [![pubspro/pubmed-search MCP server](https://glama.ai/mcp/servers/pubspro/pubmed-search/badges/score.svg)](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature, designed for AI health agents.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [![Rajskij/oura-mcp MCP server](https://glama.ai/mcp/servers/Rajskij/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [![SidneyBissoli/medical-terminologies-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [![smaniches/alphafold-sovereign-mcp MCP server](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. `uvx alphafold-sovereign-mcp`
- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [![smaniches/uniprot-mcp MCP server](https://glama.ai/mcp/servers/smaniches/uniprot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server`
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [![thehealthai/clarity-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/clarity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware ingredient, product & supplement safety for agents, with provenance on every answer — a verdict, an evidence tier (Gold/Silver/Bronze), and a verifiable citation — across breastfeeding, pregnancy, histamine/MCAS, rosacea, HS, allergy and fertility lenses. 9 tools incl. validate_claim (fact-check a claim against curated cited sources) and check_recall (FDA/consumer recall lookup by brand with Class I flagging and source URLs). Hosted at mcp.healthai.com.
- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [![thehealthai/fda-risk-radar-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - The MCP server behind [Constat](https://constat.dev): FDA & NHTSA regulatory-risk intelligence for agents — device compliance risk by 3-letter product code, parsed 510(k) premarket evidence with verbatim source quotes, predicate chains, postmarket drift signals, clearance-to-payment reimbursement pathways (NTAP/CPT/CMS), and NHTSA vehicle safety. 14 tools. Decision support, not regulatory advice. Hosted at constat.dev/api/mcp.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [![thelongevityvault/decoder-3am-mcp MCP server](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.

### 📂 <a name="browser-automation"></a>Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [![safari-mcp MCP server](https://glama.ai/mcp/servers/achiya-automation/safari-mcp/badges/score.svg)](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [![agent-scraper-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [![domshell MCP server](https://glama.ai/mcp/servers/@apireno/domshell/badges/score.svg)](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [![auspy/supasidebar-mcp MCP server](https://glama.ai/mcp/servers/auspy/supasidebar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [![bch1212/agentfetch-mcp MCP server](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) — 500 free fetches/mo, no card.
- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [![bgaze/snapstack-server MCP server](https://glama.ai/mcp/servers/bgaze/snapstack-server/badges/score.svg)](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - Pipe one-click browser-tab screenshots into any MCP client, 100% local — a companion extension captures, the local server stacks them and serves them to your LLM on demand.
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [![bighippoman/intercept-mcp MCP server](https://glama.ai/mcp/servers/bighippoman/intercept-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser
- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [![snapdiff-mcp MCP server](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.
- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [![Ceki-me/mcp-server MCP server](https://glama.ai/mcp/servers/@Ceki-me/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent real residential Chrome browsers from real humans — per-minute billing ($0.01/min), real fingerprints, residential IPs, no datacenter signals. MCP-native, with SDKs for Python, JS, LangChain, CrewAI, n8n. Crypto payouts.
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [![Cubenest/rrweb-stack MCP server](https://glama.ai/mcp/servers/Cubenest/rrweb-stack/badges/score.svg)](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [![Custodia-Admin/pagebolt-mcp MCP server](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [![dashi96/chromium-bridge MCP server](https://glama.ai/mcp/servers/@dashi96/chromium-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that connects Claude Code to Chromium-based browsers (Arc, Vivaldi, Brave) where the official Claude in Chrome extension doesn't work — navigate, click, read pages, run JS, and record GIFs in the user's real browser.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs.
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with live browser interaction (`firecrawl_interact`) — navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [![mi60dev/visionaire-engine MCP server](https://glama.ai/mcp/servers/mi60dev/visionaire-engine/badges/score.svg)](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) 📇 🏠 🍎 🪟 🐧 - Design-debugging context for AI agents from a real Chrome: which CSS rule WINS with file:line, blast radius (how many other elements that rule styles) + a scoped-fix selector, WordPress/Elementor origin attribution, interaction timelines, live CSS fix trials, and pixel/alignment/WCAG-contrast audits. No AI inside — deterministic CDP.
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.
- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [![LeonTing1010/tap MCP server](https://glama.ai/mcp/servers/LeonTing1010/tap/badges/score.svg)](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [![transcriptor-mcp MCP server](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis 
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/junipr-labs/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [![LvcidPsyche/auto-browser MCP server](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser/badges/score.svg)](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [![Lyosis/claudeForSafari MCP server](https://glama.ai/mcp/servers/Lyosis/claudeForSafari/badges/score.svg)](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [![lyrenth/lyrenth-mcp MCP server](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [![MathiasPaulenko/wavexis-mcp MCP server](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server exposing 220 browser automation tools across 13 capability tiers. Chrome + Firefox via CDP + BiDi. No Node.js, no Chromium download — uses your existing browser. Stealth mode, Lighthouse audits, multi-action YAML batching, raw CDP/BiDi access, structured errors with LLM-actionable suggestions.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [![Mingye-Lu/AgenticCrawler MCP server](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler/badges/score.svg)](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [![iwdp-mcp MCP server](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
- [Metadrama/obscura-mcp](https://github.com/Metadrama/obscura-mcp) [![Metadrama/obscura-mcp MCP server](https://glama.ai/mcp/servers/Metadrama/obscura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Metadrama/obscura-mcp) 📇 ☁️ 🐧 🪟 🍎 - MCP server adapter for the lightweight Rust headless browser Obscura — high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run [locally](https://github.com/Metadrama/obscura-mcp) or as [hosted endpoint](https://glama.ai/mcp/connectors).
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [![real-browser-mcp MCP server](https://glama.ai/mcp/servers/ofershap/real-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [![protostatis/unbrowser MCP server](https://glama.ai/mcp/servers/protostatis/unbrowser/badges/score.svg)](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [![prufa-dev/prufa-mcp MCP server](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.
- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [![purroxy MCP server](https://glama.ai/mcp/servers/KuvopLLC/purroxy2/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [![ScrapeUnblocker/scrapeunblocker-mcp MCP server](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed.
- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`.
- [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [![swimmwatch/cloakbrowser-mcp MCP server](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [![snaprender-mcp MCP server](https://glama.ai/mcp/servers/@User0856/snaprender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [![rendex-mcp MCP server](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
- [vincentvella/devloop](https://github.com/vincentvella/devloop) [![vincentvella/devloop MCP server](https://glama.ai/mcp/servers/vincentvella/devloop/badges/score.svg)](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes `repro` action sequences, a unified log/network query API, and an Electron cockpit.
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/webdriverio/mcp/badges/score.svg)](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [![ymw0407/auth-fetch-mcp MCP server](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching.
- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [![freshcontext-mcp MCP server](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.

### ☁️ <a name="cloud-platforms"></a>Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [![AIops-tools/Nutanix-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [![Focus-GTS/eds-mcp-server MCP server](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [![agentmetal/mcp MCP server](https://glama.ai/mcp/servers/agentmetal/mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [![anythink-cloud/anythink-cli MCP server](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli/badges/score.svg)](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️ ☁️ 🍎 🪟 🐧 - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHub…) — driven through one CLI-backed MCP tool. Install with `npx -y @anythink-cloud/mcp`.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [![agent-deploy-dashbaord MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [![arnstarn/mcp-server-spotinst MCP server](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst/badges/score.svg)](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) 🐍 ☁️ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [![mcp-pfsense MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls through AI assistants — firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations.
- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [![mcp-proxmox MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters through AI assistants — VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations.
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [![alexpota/cloudscope-mcp MCP server](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cloud cost management — spending analysis, forecasts, anomaly detection, budgets, optimization recommendations, idle resource detection, tag-based cost allocation, and cross-subscription queries through natural language.
- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [![Albaker-Group/cloudprice-mcp MCP server](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare on-demand compute, block/object storage, managed Postgres, egress & GPU pricing across AWS, Azure, GCP, and OCI, plus FinOps decision tools (RI/Savings Plan break-even, multi-cloud workload TCO, exit-cost migration analysis, and egress arbitrage). 25 tools.
- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [![AliKarami/MikroMCP MCP server](https://glama.ai/mcp/servers/AliKarami/MikroMCP/badges/score.svg)](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices through AI assistants — interfaces, firewall rules, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF, VLANs, and more. 77 tools with dry-run previews, idempotency checks, circuit breakers, RBAC, and rollback-aware change workflows.
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [![chaandannn/finopsmcp MCP server](https://glama.ai/mcp/servers/chaandannn/finopsmcp/badges/score.svg)](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first FinOps copilot. Connect AWS, Azure, GCP, Kubernetes, and 15+ SaaS and AI bills, then ask cost questions in Claude or Cursor, find waste, and get the fix as a pull request you approve. Read-only; your credentials and bill stay on your machine. `uvx nable`.
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [![ovh-api-mcp MCP server](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
- [elementfm/mcp](https://gitlab.com/elementfm/mcp) 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) 🐍 ☁️/🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports `kubectl` and `helm` operations through natural-language commands.
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [![friendlygeorge/docker-mcp-server MCP server](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [![GeiserX/spinnaker-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [![cloudflare-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. `npx -y cloudflare-mcp-pro`.
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [![easypanel-mcp-server MCP server](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [![hostodo/hostodo-mcp MCP server](https://glama.ai/mcp/servers/hostodo/hostodo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs.
- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [![huangdun/tempmd-mcp MCP server](https://glama.ai/mcp/servers/huangdun/tempmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md — one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: `npx tempmd-mcp`.
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [![Infrawise/mcp-server MCP server](https://glama.ai/mcp/servers/Infrawise/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [![ionos-cloud/ionoscloud-mcp MCP server](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- [john-broadway/proximo](https://github.com/john-broadway/proximo) [![john-broadway/proximo MCP server](https://glama.ai/mcp/servers/john-broadway/proximo/badges/score.svg)](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox`
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [![kaka-milan-22/kops MCP server](https://glama.ai/mcp/servers/kaka-milan-22/kops/badges/score.svg)](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only `kubectl` for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [![L337-org/docker-mcp MCP server](https://glama.ai/mcp/servers/L337-org/docker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP)  [![Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP)  🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
- [liquidmetal-ai/raindrop-mcp](https://docs.liquidmetal.ai/tutorials/claude-code-mcp-setup/) 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [![mikusnuz/dynadot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [![Mogacode-ma/infomaniak-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints.
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [![rancher-mcp-server MCP server](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
- [newageflyfish-max/volthq](https://github.com/newageflyfish-max/volthq) [![newageflyfish-max/volthq MCP server](https://glama.ai/mcp/servers/newageflyfish-max/volthq/badges/score.svg)](https://glama.ai/mcp/servers/newageflyfish-max/volthq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`.
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0.
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE.
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [![mcp-server-s3 MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-s3/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [![nikhilnt1234/TokenBurnRate MCP server](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate/badges/score.svg)](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. 📇🏠
- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [![portkey-admin-mcp MCP server](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) 📇 ☁️ - MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [![RajeevSirohi/mcp-server-terraform MCP server](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform/badges/score.svg)](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Safety-first Terraform operations: plan/apply/destroy with two-step confirmation gates, plan risk & cost analysis that flags expensive always-on resources (NAT gateways, EKS, Azure Firewall), drift detection, import/taint/refresh, provider auth pre-flight checks, and audit logging.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [![rosenvladimirov/odoo-claude-mcp MCP server](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8 federated MCP servers (odoo-rpc, GitHub, Portainer, OCA, Teams, filesystem). Multi-tenant Claude/Claude Code integration, browser-based xterm.js + tmux terminal, Qdrant + Ollama memory layer, Bulgaria localization (НАП, ДДС, ЕИК). Docker Compose + K3s/Kustomize deployment.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [![sevalla-hosting/mcp MCP server](https://glama.ai/mcp/servers/sevalla-hosting/mcp/badges/score.svg)](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth — connect in one click, no API keys to configure.
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [![shdomi8599/vibie-mcp MCP server](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent vibie.page URLs in seconds. One-line auto-install (`npx vibie-mcp setup`) wires up Claude Desktop and Cursor, OAuth device-flow auth, automatic folder marker for repeat deploys without re-typing slugs.
- [shipstatic/mcp](https://github.com/shipstatic/mcp) [![shipstatic MCP server](https://glama.ai/mcp/servers/shipstatic/shipstatic/badges/score.svg)](https://glama.ai/mcp/servers/shipstatic/shipstatic) 📇 ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains.
- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [![Sidd27/infrawise MCP server](https://glama.ai/mcp/servers/Sidd27/infrawise/badges/score.svg)](https://glama.ai/mcp/servers/Sidd27/infrawise) 📇 ☁️ 🏠 - Cloud infrastructure analysis for AI coding assistants — detects IaC drift, missing indexes, security gaps, and performance anti-patterns across AWS services and databases. 13 tools, works with Claude Code and Cursor.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [![sitelauncher-mcp-server MCP server](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) 📇 ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles.
- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) 📇 ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) 🐍 ☁️ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [![stevejford/shiply-mcp MCP server](https://glama.ai/mcp/servers/stevejford/shiply-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevejford/shiply-mcp) 📇 ☁️ - Agent-first web host: publish a static site or edge function to the web in one call (no account), then manage updates, custom domains, SSL, env vars, databases, and email. Hosted remote MCP at https://shiply.now/mcp.
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) 📇 ☁️ 🏠 🍎 🪟 🐧 - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
- [txn2/kubefwd](https://github.com/txn2/kubefwd) 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [![Woobox/hatchable-mcp MCP server](https://glama.ai/mcp/servers/Woobox/hatchable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [![x7even/cloudcostsmcp MCP server](https://glama.ai/mcp/servers/x7even/cloudcostsmcp/badges/score.svg)](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. `pip install opencloudcosts`
- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [![xmpuspus/cloudwright MCP server](https://glama.ai/mcp/servers/xmpuspus/cloudwright/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [![zw008/vmware-aiops MCP server](https://glama.ai/mcp/servers/zw008/vmware-aiops/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [![zw008/vmware-avi MCP server](https://glama.ai/mcp/servers/zw008/vmware-avi/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops.
- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [![zw008/vmware-monitor MCP server](https://glama.ai/mcp/servers/zw008/vmware-monitor/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-monitor) 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring — inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures).
- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [![zw008/vmware-nsx MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx) 🐍 ☁️ - VMware NSX network management — Segments, Tier-0/Tier-1 Gateways, NAT rules, static/BGP routing, and IPAM pools. 33 tools with dry-run preview, port-count safety checks, and double-confirmation for delete operations.
- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [![zw008/vmware-nsx-security MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx-security/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security — Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups.
- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [![zw008/vmware-storage MCP server](https://glama.ai/mcp/servers/zw008/vmware-storage/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes.
- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [![zw008/vmware-vks MCP server](https://glama.ai/mcp/servers/zw008/vmware-vks/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.

### 👨‍💻 <a name="code-execution"></a>Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) 🐍 ☁️ 🐧 🍎 🪟 - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example.
- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [![asif-nvc/e2b-sandbox-mcp MCP server](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) 📇 ☁️ 🍎 🪟 🐧 - Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
- [ksterx/srunx](https://github.com/ksterx/srunx) [![ksterx/srunx MCP server](https://glama.ai/mcp/servers/ksterx/srunx/badges/score.svg)](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
- [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [![capsule-mcp-server MCP server](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
- [musharna/jobd](https://github.com/musharna/jobd) [![musharna/jobd MCP server](https://glama.ai/mcp/servers/musharna/jobd/badges/score.svg)](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. `pip install "jobd[mcp]"`.
- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [![HanSur94/matlab-mcp-server-python MCP server](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python/badges/score.svg)](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [![rikarazome/prolog-reasoner MCP server](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner/badges/score.svg)](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [![SebastianGilPinzon/colab-mcp MCP server](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [![Sowiedu/Edict MCP server](https://glama.ai/mcp/servers/sowiedu/edict/badges/score.svg)](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [![telleroutlook/agentkit-js MCP server](https://glama.ai/mcp/servers/telleroutlook/agentkit-js/badges/score.svg)](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

### 🤖 <a name="coding-agents"></a>Coding Agents

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [![5dive-mcp MCP server](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [![agent-blueprint/mcp-server MCP server](https://glama.ai/mcp/servers/agent-blueprint/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [![AgentNexus MCP server](https://glama.ai/mcp/servers/dugubuyan/agent-nexus/badges/score.svg)](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [![sshahzaiib/agy-bridge MCP server](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge/badges/score.svg)](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [![aresyn/codex-control-plane-mcp MCP server](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [![avansaber/tailtest-cline MCP server](https://glama.ai/mcp/servers/avansaber/tailtest-cline/badges/score.svg)](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [![lawrencehui/Citio MCP server](https://glama.ai/mcp/servers/lawrencehui/Citio/badges/score.svg)](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted AI teammate in Slack: @mention it and Claude Code or Codex investigates CloudWatch logs, runs tests, and opens pull requests. The bundled MCP server holds all credentials (GitHub, AWS, Slack) so the agent never sees keys. One-command deploy to your own AWS. MIT.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [![sipyourdrink-ltd/bernstein MCP server](https://glama.ai/mcp/servers/chernistry/bernstein/badges/score.svg)](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [![danieldoderlein/llm-bus MCP server](https://glama.ai/mcp/servers/danieldoderlein/llm-bus/badges/score.svg)](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [![ejentum/ejentum-mcp MCP server](https://glama.ai/mcp/servers/ejentum/ejentum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [![openclaw-mcp MCP server](https://glama.ai/mcp/servers/@freema/openclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [![foldwork-dev/mcp-injector MCP server](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector/badges/score.svg)](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [![forge MCP server](https://glama.ai/mcp/servers/TT-Wang/forge/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [![hampsterx/claude-mcp-bridge MCP server](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
- [jigyasudham/veto](https://github.com/jigyasudham/veto) [![jigyasudham/veto MCP server](https://glama.ai/mcp/servers/jigyasudham/veto/badges/score.svg)](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
- [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [![kagan-sh/kagan MCP server](https://glama.ai/mcp/servers/kagan-sh/kagan/badges/score.svg)](https://glama.ai/mcp/servers/kagan-sh/kagan) 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
- [plori-ai/plori](https://github.com/plori-ai/plori) [![plori-ai/plori MCP server](https://glama.ai/mcp/servers/plori-ai/plori/badges/score.svg)](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [![PsChina/deepseek-as-subagent MCP server](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent/badges/score.svg)](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [![djerok/glm-mcp MCP server](https://glama.ai/mcp/servers/djerok/glm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code or GitHub Copilot. GLM gets its own agent loop (read/write/edit/run) on your repo — not a single LLM call — with peak-aware Opus-vs-GLM routing, diff/dry-run/git-revert oversight, and a usage ledger. ~10x cheaper than Opus. Requires a Z.ai GLM Coding Plan key.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [![sena-labs/OzBridge MCP server](https://glama.ai/mcp/servers/sena-labs/OzBridge/badges/score.svg)](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native `@oz` in VS Code Copilot Chat. Independent project; uses only Warp's documented public interfaces. MIT.
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) 🐍 🏠 🍎 🪟 🐧 - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) 🐍 🏠 🍎 🪟 🐧 - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.
- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
- [PThrower/Strata](https://github.com/PThrower/Strata) [![PThrower/Strata MCP server](https://glama.ai/mcp/servers/PThrower/Strata/badges/score.svg)](https://glama.ai/mcp/servers/PThrower/Strata) - AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily. 📇 ☁️
- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [![Touchpoint MCP server](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint/badges/score.svg)](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [![VibeKit-Bot/vibekit-mcp MCP server](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) 📇 ☁️ - MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated `superagent-ai/vibekit` SDK.
- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [![eliottreich/taskbounty-mcp-server MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.
- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [![Yomiracle/trinity-lite MCP server](https://glama.ai/mcp/servers/Yomiracle/trinity-lite/badges/score.svg)](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server.

### 🖥️ <a name="command-line"></a>Command Line
Run commands, capture output and otherwise interact with shells and command line tools.

- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [![bvisible/mcp-ssh-manager MCP server](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager/badges/score.svg)](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [![Capsule Bash MCP server](https://glama.ai/mcp/servers/capsulerun/bash/badges/score.svg)](https://glama.ai/mcp/servers/capsulerun/bash) 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [![cygnussystems/cygnus-ssh-mcp MCP server](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). `pip install cygnus-ssh-mcp` or `uvx cygnus-ssh-mcp`.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh`
- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [![gerard-kanters/mcp-linux-tools MCP server](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools/badges/score.svg)](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in `config.json`, and every tool returns a uniform `{success, data, error, meta}` response. Runs as a systemd service over HTTP.
- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [![lacs-project/sysknife MCP server](https://glama.ai/mcp/servers/lacs-project/sysknife/badges/score.svg)](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Security-hardened MCP server for Linux system administration via 189 typed actions instead of shell strings, with an Ed25519-signed hash-chain audit log, one-time TTL approval receipts, and automatic rollback. Works with Claude Code, Cursor, and Codex CLI.
- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [![luisgf/infrabroker MCP server](https://glama.ai/mcp/servers/luisgf/infrabroker/badges/score.svg)](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [![PsYcGoD/sage MCP server](https://glama.ai/mcp/servers/PsYcGoD/sage/badges/score.svg)](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [![soren-achebe/backscroll MCP server](https://glama.ai/mcp/servers/soren-achebe/backscroll/badges/score.svg)](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Answers "what did that command print?" from your real terminal history: a per-command PTY session recorder (OSC 133) stores every command's full output, exit code, cwd, and duration in local SQLite/FTS5, and the MCP server searches, retrieves, and diffs those outputs — secret redaction on by default before anything reaches the model.
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [![WhenLabs-org/when MCP server](https://glama.ai/mcp/servers/WhenLabs-org/when/badges/score.svg)](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install.
- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [![LukeLamb/claude-terminal-mcp MCP server](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [![HasanJahidul/terminal-history-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) 📇 🏠 🍎 🐧 - Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: `search_history`, `recent_in_dir`, `failed_commands`, `command_chains`, `reindex`.
- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [![localhost-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [![laszlopere/mcp-tmux MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-tmux/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw `tmux_command` passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. `uvx mcp-tmux`.
- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [![zb-ss/servonaut MCP server](https://glama.ai/mcp/servers/@zb-ss/servonaut/badges/score.svg)](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [![blinkingbit-oss/execkit MCP server](https://glama.ai/mcp/servers/blinkingbit-oss/execkit/badges/score.svg)](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.
- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [![Easton-OU/rootpilot-mcp MCP server](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. `npx @rootpilot/mcp-ssh-diagnose`

### 💬 <a name="communication"></a>Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [![agenticmail/agenticmail MCP server](https://glama.ai/mcp/servers/agenticmail/agenticmail/badges/score.svg)](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
- [anypost/emailmd](https://github.com/anypost/emailmd) [![anypost/emailmd MCP server](https://glama.ai/mcp/servers/anypost/emailmd/badges/score.svg)](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with `npx emailmd mcp`.
- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [![arbengine/mailbox-mcp MCP server](https://glama.ai/mcp/servers/arbengine/mailbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [![AutomateLab-tech/content-distribution-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [![agent-mq MCP server](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq/badges/score.svg)](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [![Beltran12138/wecom-docs-mcp-server MCP server](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging.
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API
- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert `.eml` email exports to clean Markdown with YAML front matter — thread splitting, signature stripping, attachment extraction, and calendar parsing. Tuned for feeding archived email into RAG/LLM pipelines.
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [![joansongjr/clawaimail MCP server](https://glama.ai/mcp/servers/joansongjr/clawaimail/badges/score.svg)](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with `npx clawaimail-mcp`.
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [![cometchat/docs-mcp MCP server](https://glama.ai/mcp/servers/cometchat/docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - CometChat's official MCP server — searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK).
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [![double-tick-mcp-server MCP server](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
- [csitte/mailwarden](https://github.com/csitte/mailwarden) [![csitte/mailwarden MCP server](https://glama.ai/mcp/servers/csitte/mailwarden/badges/score.svg)](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Native Gmail MCP server with full mailbox control — search, read, label, archive, trash, download attachments, and the feature no other Gmail server ships: snooze threads until a date. Every call hits the live Gmail API (no synced index that silently misses mail). Install with `npx -y mailwarden`.
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [![EthanQC/feishu-user-plugin MCP server](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth.
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [![ExpertVagabond/solmail-mcp MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [![telegram-bot-mcp MCP server](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [![farukkolip/instapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit MCP with 16 tools: Reels / video / Story / carousel / photo / profile-pic downloaders, Reels-to-MP3 audio extractor, engagement health check + weighted engagement-rate calculator, live hashtag search + 25 curated niches + creator hashtag audit, 900 Reels hook templates by niche and country, 22 Unicode font styles, best-time-to-post for 17 markets (Buffer 2026 verified data), and a 750-date 2026 content calendar with per-market playbooks. Wraps instapdown.com public API — no auth required.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [![farukkolip/xtapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [![GeiserX/telegram-archive-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [![getpoststack/mcp MCP server](https://glama.ai/mcp/servers/getpoststack/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [![googlarz/signal-mcp MCP server](https://glama.ai/mcp/servers/googlarz/signal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers.
- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [![gopalrajsuresh/covalent-bond MCP server](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond/badges/score.svg)](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end-encrypted channel: files and messages travel through a relay that only ever sees ciphertext - it can never read your data - authenticated by a short code shared out-of-band, with human consent before any file is written. Install with `npx covalent-bond`.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [![grzgrzgrz3/pingwa-client MCP server](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client/badges/score.svg)](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number.
- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [![huj28-creator/wechat-fastbridge MCP server](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge/badges/score.svg)](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [![hgn/mcp-server-notmuch MCP server](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch/badges/score.svg)](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (`--allow-drafts`) or manage tags (`--allow-tags`). No SMTP, no sendmail.
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [![resend-email-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [![iletimerkezi/iletimerkezi-mcp-server MCP server](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders / blacklists, register and check İYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [![apple-mail-mcp MCP server](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
- [sendchamp/ai](https://github.com/sendchamp/ai) [![sendchamp/ai MCP server](https://glama.ai/mcp/servers/sendchamp/ai/badges/score.svg)](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Official Sendchamp docs MCP server for AI coding agents. Read-only search and retrieval over SMS, OTP verification, and Africa-specific routing documentation. Endpoint: `https://mcp.sendchamp.com/docs`. Pair with Agent Skills via `npx skills add sendchamp/ai`.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands.
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows.
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [![radmail-ai/radmail-mcp MCP server](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance × urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox — no account, no key.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [![joltsms-mcp-server MCP server](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [![Rheopyrin/ox-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), mail filters (Sieve), calendar (CalDAV), contacts (CardDAV), and free/busy scheduling for Open-Xchange and standards-based mail platforms. Published on the official MCP Registry.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [![virtualsms-io/mcp-server](https://glama.ai/mcp/servers/virtualsms-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
- [jaspertvdm/mcp-server-rabel](https://github.com/jaspertvdm/mcp-server-rabel) 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [![kushneryk/join.cloud MCP server](https://glama.ai/mcp/servers/kushneryk/join.cloud/badges/score.svg)](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud.
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. `--setup` and done, 11 tools, auto-refresh.
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [![lanchuske/local-mcp-releases MCP server](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases/badges/score.svg)](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys.
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [![leshchenko1979/fast-mcp-telegram MCP server](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [![liuboacean/agent-comm-hub MCP server](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub/badges/score.svg)](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [![nakulben/whatsapp-mcp MCP server](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [![outlook-assistant MCP server](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant/badges/score.svg)](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [![qorami-sdk MCP server](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk/badges/score.svg)](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection.
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [![marras0914/agent-toolbelt MCP server](https://glama.ai/mcp/servers/marras0914/agent-toolbelt/badges/score.svg)](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [![mohitbadwal/ringback MCP server](https://glama.ai/mcp/servers/mohitbadwal/ringback/badges/score.svg)](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [![multi-mail MCP server](https://glama.ai/mcp/servers/@multimail-dev/multi-mail/badges/score.svg)](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [![Sequenzy/mcp MCP server](https://glama.ai/mcp/servers/Sequenzy/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`.
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [![mingle-mcp MCP server](https://glama.ai/mcp/servers/aeoess/mingle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [![mouse114514/Xadeus-QQ-MCP MCP server](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [![better-email-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [![OrygnsCode/Omnicord MCP server](https://glama.ai/mcp/servers/OrygnsCode/Omnicord/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [![mcp-telegram MCP server](https://glama.ai/mcp/servers/overpod/mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [![paigy-ai/mcp MCP server](https://glama.ai/mcp/servers/paigy-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [![Pingfyr/mcp MCP server](https://glama.ai/mcp/servers/Pingfyr/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [![platfone-com/mcp MCP server](https://glama.ai/mcp/servers/platfone-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [![postcardbot-mcp-server MCP server](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [![PaSympa/discord-mcp MCP server](https://glama.ai/mcp/servers/PaSympa/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, forums, webhooks, and moderation.
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [![aiogram-mcp MCP server](https://glama.ai/mcp/servers/Py2755/aiogram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [![qq418716640/botbell-mcp MCP server](https://glama.ai/mcp/servers/qq418716640/botbell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [![Sealjay/mcp-hey MCP server](https://glama.ai/mcp/servers/Sealjay/mcp-hey/badges/score.svg)](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [![Sendmux/sendmux-sdk MCP server](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inbox API MCP server for AI agents to receive, search, and send mail through hosted or local Sendmux Product MCP.
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [![SirGreed808/zoho-mail-mcp MCP server](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [![Spix-HQ/spix-mcp MCP server](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
- [timkulbaev/mcp-gmail](https://github.com/timkulbaev/mcp-gmail) [![mcp-gmail MCP server](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail/badges/score.svg)](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail) 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [![tlennon-ie/neurodock MCP server](https://glama.ai/mcp/servers/tlennon-ie/neurodock/badges/score.svg)](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
- [trycourier/courier-mcp](https://github.com/trycourier/courier-mcp) 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [![wazion-mcp-server MCP server](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [![webtoolbox/websitetoolbox-mcp MCP server](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - MCP server for the Website Toolbox forum platform. Exposes the Forum REST API as MCP tools for Categories, Topics, Posts, Users, User Groups, Conversations, Messages, Moderators, Tags, and Page Views.
- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [![windborne/zulipmcp MCP server](https://glama.ai/mcp/servers/windborne/zulipmcp/badges/score.svg)](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [![nworks MCP server](https://glama.ai/mcp/servers/yjcho9317/nworks/badges/score.svg)](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [![whatsapp-mcp-stream MCP server](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream/badges/score.svg)](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [![Zacccck/Claude-MCP-Read-Email-Attachments MCP server](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments/badges/score.svg)](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [![zerodrop-dev/zerodrop-mcp MCP server](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents — OTPs and magic links auto-extracted from verification emails. Test signups and auth flows, no signup needed.

### 🗣️ <a name="conversational-ai"></a>Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [![TsvetanG2/cognigy-ai-mcp-management-server MCP server](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server/badges/score.svg)](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Management and automation server for the Cognigy.AI conversational AI platform, exposing 132 tools across flows, agents, snapshots, NLU, functions, and deployment. Published to the official MCP Registry. `npx mcp-cognigy`
- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [![bodyegypt/lobbyvoices-mcp MCP server](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs.
- [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [![kiro0x/five-mcp MCP server](https://glama.ai/mcp/servers/kiro0x/five-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kiro0x/five-mcp) 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [![Perspective-AI/mcp MCP server](https://glama.ai/mcp/servers/Perspective-AI/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).

### 🔑 <a name="cryptography"></a>Cryptography

Tools for encrypting and decrypting data.

- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [![degenlegion-com/waxseal-sdk MCP server](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk/badges/score.svg)](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents — verify seals by fingerprint, validate document signatures, and gate irreversible actions behind human-signed approval tokens. Hosted at `api.waxseal.id/mcp`; local install (`npx @waxseal/mcp`) for signing.
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [![denismaggior8/enigma-python-mcp MCP server](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [![laszlopere/mcp-bytesmith MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. `uvx mcp-bytesmith`.

### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment server integrating Hunter.io and Apollo APIs. 9 tools for email discovery, domain search, company data, and contact verification.
- 
- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0).
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [![ckalima/pipedrive-mcp-server MCP server](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - MCP server for [Pipedrive CRM](https://www.pipedrive.com). 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as `@ckalima/pipedrive-mcp-server`. MIT.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [![embeddedlayers/mcp-analytics MCP server](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics/badges/score.svg)](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️  - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report.
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [![mambalabsdev/mcp-icp-fit-scorer MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [![skippedaga/yanifend-mcp MCP server](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback widget — manage your questionary (list / create / update / delete questions and options) and read collected answers via natural language.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [![google-searchconsole-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) 📇 🏠 - Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.
- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp)  - An MCP server to interact with Google Search Console and Bing Webmasters.

### 🗄️ <a name="databases"></a>Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [![AIops-tools/Postgres-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ -  Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [![andyWang1688/sql-query-mcp MCP server](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
- [appwrite/mcp](https://github.com/appwrite/mcp) [![appwrite/mcp MCP server](https://glama.ai/mcp/servers/appwrite/mcp/badges/score.svg)](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - Official Appwrite MCP server. Connect via hosted OAuth at `https://mcp.appwrite.io/` (no API keys) or self-host with a project API key to manage databases, auth, users, functions, storage, messaging, and more.
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [![arcade-db-multi-model-dbms MCP server](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms/badges/score.svg)](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [![schemabrain MCP server](https://glama.ai/mcp/servers/Arun-kc/schemabrain/badges/score.svg)](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.
- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [![local-ydb-toolkit MCP server](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
- [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
- [codeurali/mcp-dataverse](https://github.com/codeurali/mcp-dataverse) [![mcp-dataverse MCP server](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse/badges/score.svg)](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse) 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication.
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
- [corebasehq/coremcp](https://github.com/corebasehq/coremcp) [![coremcp](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp/badges/score.svg)](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp) 🏎️ ☁️ 🏠 - A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking.
- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
- [datacharter/datacharter](https://github.com/datacharter/datacharter) [![datacharter/datacharter MCP server](https://glama.ai/mcp/servers/datacharter/datacharter/badges/score.svg)](https://glama.ai/mcp/servers/datacharter/datacharter) 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access.
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
- [devopam/MCPg](https://github.com/devopam/MCPg) [![devopam/MCPg MCP server](https://glama.ai/mcp/servers/devopam/MCPg/badges/score.svg)](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports.
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [![Michael2150/flamerobin-mcp-server MCP server](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #️⃣ 🏠 🪟 - Firebird database MCP server that reads connection details from [FlameRobin's](http://www.flamerobin.org/) config — no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis.
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
- [FROWNINGdev/django-orm-lens](https://github.com/FROWNINGdev/django-orm-lens) [![FROWNINGdev/django-orm-lens MCP server](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens/badges/score.svg)](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens) 🐍 🏠 🍎 🪟 🐧 - Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Companion to a VS Code / VSCodium / Cursor extension (Open VSX verified) and a `django-orm-lens` PyPI CLI. `pip install django-orm-lens[mcp]`.
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
- [gigamori/mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx) 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [![iz-tolk-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
- [Janadasroor/pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp) [![Janadasroor/pg-mnemosyne-mcp MCP server](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp) 🐍 🏠 - A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants.
- [JaviMaligno/postgres_mcp](https://github.com/JaviMaligno/postgres_mcp) 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.
- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
- [kosminus/querywise-mcp](https://github.com/kosminus/querywise-mcp) [![kosminus/querywise-mcp MCP server](https://glama.ai/mcp/servers/kosminus/querywise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kosminus/querywise-mcp) 🐍 🏠 - Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema.
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
- [lintbase/lintbase-mcp](https://github.com/lintbase/lintbase) [![lintbase/lintbase-mcp MCP server](https://glama.ai/mcp/servers/lintbase/lintbase/badges/score.svg)](https://glama.ai/mcp/servers/lintbase/lintbase) 📇 🏠 - Ground-truth Firestore schema context for AI coding agents. Stops Cursor, Claude, and Windsurf from hallucinating field names and queries. Scans live collections, returns real field names, types, and presence rates.
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [![mahAnuj/mcp-multi-db MCP server](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db/badges/score.svg)](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`.
- [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools.
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
- [nlqueries/nlqueries](https://github.com/nlqueries/nlqueries) [![nlqueries/nlqueries MCP server](https://glama.ai/mcp/servers/nlqueries/nlqueries/badges/score.svg)](https://glama.ai/mcp/servers/nlqueries/nlqueries) 🐍 🏠 - Natural language to validated SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and self-hosted MCP server.
- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
- [ofershap/mcp-server-sqlite](https://github.com/ofershap/mcp-server-sqlite) [![mcp-server-sqlite MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite) 📇 🏠 - SQLite operations — query databases, inspect schemas, explain queries, and export data.
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ -  Query and analyze Prometheus, open-source monitoring system.
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.
- [pilat/mcp-datalink](https://github.com/pilat/mcp-datalink) 📇 🏠 - MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection
- [planetscale/mcp](https://github.com/planetscale/cli?tab=readme-ov-file#mcp-server-integration) - The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.
- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).
- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [![Yusufihsangorgel/queue-inspector-mcp MCP server](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed job queues (Asynq and BullMQ): per-state counts, job detail with decoded payload and last error, and faithful retry/delete running each library's own scripts. Read-only mode for production.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [![Rheopyrin/db-access-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over verified SSH / AWS SSM tunnels, with read-only enforcement, confined file exports, and pluggable secret providers (env, Vault, AWS Secrets Manager, RDS IAM). Published on the official MCP Registry.
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [![narekmalk/safedb-mcp MCP server](https://glama.ai/mcp/servers/narekmalk/safedb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) ☁️ 🏠 - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [![seob717/redash-mcp MCP server](https://glama.ai/mcp/servers/seob717/redash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.
- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [![SurajKGoyal/amnesic MCP server](https://glama.ai/mcp/servers/SurajKGoyal/amnesic/badges/score.svg)](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [![ThinAir Data MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
- [ugurcl/dbridge-mcp](https://github.com/ugurcl/dbridge-mcp) [![ugurcl/dbridge-mcp MCP server](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp) 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL, and MySQL in plain language — read-only by design, with column hiding/masking, row caps, per-query timeouts, cost-based rejection, and rate limiting.
- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [![urdb-mcp MCP server](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products
- [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.
- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro)  🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
- [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP)  🐍 🏠 - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers.
- [wenerme/wener-mssql-mcp](https://github.com/wenerme/wode/tree/develop/packages/wener-mssql-mcp) 📇 🏠 - MSSQL database integration with schema inspection and query capabilities
- [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools.
- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - MCP server for interacting with [YDB](https://ydb.tech) databases
- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[![kafka-mcp MCP server](https://glama.ai/mcp/servers/wklee610/kafka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
- [croc100/Litescope](https://github.com/croc100/Litescope) [![Litescope MCP server](https://glama.ai/mcp/servers/croc100/Litescope/badges/score.svg)](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp`

### 📊 <a name="data-platforms"></a>Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [![1luvc0d3/metabase-mcp MCP server](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) 📇 🏠 - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [![alanpcf/brasil-data-mcp MCP server](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) 📇 🏠 🍎 🪟 🐧 - Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`.
- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [![Alessandro114/scala-mcp-server MCP server](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: `npx scala-mcp-server`.
- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [![antonio-mello-ai/mcp-airflow MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) 🐍 🏠 - Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: `uvx mcp-airflow`.
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [![carrierone/verilexdata-mcp MCP server](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [![aegis-dq/aegis-dq MCP server](https://glama.ai/mcp/servers/aegis-dq/aegis-dq/badges/score.svg)](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [![Autario/autario-mcp MCP server](https://glama.ai/mcp/servers/Autario/autario-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Autario/autario-mcp) ☁️ - Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + [npm package](https://www.npmjs.com/package/autario-mcp).
- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [![vinvuk/apiverket-mcp MCP server](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: `npx -y apiverket-mcp-server`.
- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [![mcp-superset MCP server](https://glama.ai/mcp/servers/bintocher/mcp-superset/badges/score.svg)](https://glama.ai/mcp/servers/bintocher/mcp-superset) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
- [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) 🐍 ☁️ - Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.
- [Castaldo-Solutions/mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext) [![mcp-vtenext MCP server](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext/badges/score.svg)](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext) 📇 🏠 🍎 🪟 🐧 - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as `@castaldosolutions/mcp-vtenext`.
- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [![mercadolibre-mcp MCP server](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) 📇 ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
- [datanika-io/datanika-core](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp) [![datanika-core MCP server](https://glama.ai/mcp/servers/datanika-io/datanika-core/badges/score.svg)](https://glama.ai/mcp/servers/datanika-io/datanika-core) 🎖️ 🐍 ☁️ 🏠 - Read-only-by-default MCP server for [Datanika](https://datanika.io), the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in `--allow-write` enables create/trigger.
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [![Evan-Crx/permisapi-mcp MCP server](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) 🐍 🏠 🍎 🪟 🐧 - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by [permisapi.fr](https://permisapi.fr). Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: `pip install permisapi-mcp`.
- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [![flexorch/flexorch-mcp MCP server](https://glama.ai/mcp/servers/flexorch/flexorch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [![FreelexHo/power-bi-mcp MCP server](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) 🐍 ☁️ 🪟 🍎 🐧 - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [![Hug0x0/mcp-reunion MCP server](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion/badges/score.svg)](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) 📇 ☁️ 🍎 🪟 🐧 - 96 tools across 21 modules for La Réunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
- [meacheal-ai/mrc-data](https://github.com/meacheal-ai/mrc-data) 📇 ☁️ - China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.
- [meal-inc/bonnard-cli](https://github.com/meal-inc/bonnard-cli) 📇 ☁️ - Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water.
- [mbrummerstedt/powerbi-analyst-mcp](https://github.com/mbrummerstedt/powerbi-analyst-mcp) [![mbrummerstedt/powerbi-analyst-mcp MCP server](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp) 🐍 ☁️ - Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV.
- [Osseni94/keyneg-mcp](https://github.com/Osseni94/keyneg-mcp) 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents
- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [![us-all/airflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/airflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.
- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [![soil-dev/capsulemcp MCP server](https://glama.ai/mcp/servers/soil-dev/capsulemcp/badges/score.svg)](https://glama.ai/mcp/servers/soil-dev/capsulemcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports — stdio (`npx capsulemcp`) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
- [Sugra-Systems/sugra-api-mcp](https://github.com/Sugra-Systems/sugra-api-mcp) [![Sugra-Systems/sugra-api-mcp MCP server](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp) 🎖️ 🐍 ☁️ - Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp.
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [![mcp-swiss](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss/badges/score.svg)](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [![Younghef/nutriref-api MCP server](https://glama.ai/mcp/servers/Younghef/nutriref-api/badges/score.svg)](https://glama.ai/mcp/servers/Younghef/nutriref-api) 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition for AI agents — pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001–$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install.
- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [![Leekangbum/networklytics-mcp MCP server](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API for AI agents

### 💻 <a name="developer-tools"></a>Developer Tools
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [![hivemindunit/llmintel-mcp MCP server](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp`
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [![rm-rf-prod/GroundTruth-MCP MCP server](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp`
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [![scarletkc/vexor MCP server](https://glama.ai/mcp/servers/scarletkc/vexor/badges/score.svg)](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [![aradar46/reuse-before-generate MCP server](https://glama.ai/mcp/servers/aradar46/reuse-before-generate/badges/score.svg)](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate`
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [![hernaninverso/eleata-verify-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [![appcreationsca/bumpguard-mcp MCP server](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [![MasterPlayspots/motionspec MCP server](https://glama.ai/mcp/servers/MasterPlayspots/motionspec/badges/score.svg)](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate).
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [![cyberrescue MCP server](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue/badges/score.svg)](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [![Delx MCP Server](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [![DeusData/codebase-memory-mcp MCP server](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [![docweave/mcp MCP server](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
- [emailens/mcp](https://github.com/emailens/mcp) [![emailens/mcp MCP server](https://glama.ai/mcp/servers/emailens/mcp/badges/score.svg)](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp`
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [![forgemeshlabs/aso-audit-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [![KyaniteLabs/checkyourself MCP server](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [![mcurmi05/vdiff MCP server](https://glama.ai/mcp/servers/mcurmi05/vdiff/badges/score.svg)](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [![modus-agendi/managed-agent-control-mcp MCP server](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp/badges/score.svg)](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [![getnahook/nahook-mcp MCP server](https://glama.ai/mcp/servers/getnahook/nahook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [![naveenayalla1-CS50/mcp-server-toolkit MCP server](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [![Nishant-Chaudhary5338/mcp-code-indexer MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: `npx code-graph-indexer`.
- [nomadop/session-watcher](https://github.com/nomadop/session-watcher) [![nomadop/session-watcher MCP server](https://glama.ai/mcp/servers/nomadop/session-watcher/badges/score.svg)](https://glama.ai/mcp/servers/nomadop/session-watcher) 📇 🏠 🍎 🪟 🐧 - EOQ-based context economics for coding agents. Monitors LLM token cache with inventory theory, signals optimal session restart timing via live dashboard and terminal statusline. Zero context pollution — no metric ever enters the model's context.
- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [![oddunits/pntr-cli MCP server](https://glama.ai/mcp/servers/oddunits/pntr-cli/badges/score.svg)](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - The official MCP server for PNTR free dev subdomains — register a `*.pntr.dev` subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via `npx @pntr/cli` or hosted endpoint (`https://api.pntr.dev/mcp`, OAuth).
- [raccioly/docguard](https://github.com/raccioly/docguard) [![raccioly/docguard MCP server](https://glama.ai/mcp/servers/raccioly/docguard/badges/score.svg)](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. `npx -y docguard-cli mcp`
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [![tatavarthitarun/nowsecure-mcp-server MCP server](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [![adrianczuczka/mason MCP server](https://glama.ai/mcp/servers/adrianczuczka/mason/badges/score.svg)](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
   The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [![masondelan/selvedge MCP server](https://glama.ai/mcp/servers/masondelan/selvedge/badges/score.svg)](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [![saiffmirza/kiyas MCP server](https://glama.ai/mcp/servers/saiffmirza/kiyas/badges/score.svg)](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription — no API keys. 90% mutation recall, zero false positives on its golden eval set. `npx -y kiyas-cli mcp`
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [![sapph1re/mcp-billing-gateway-sdk MCP server](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
- [agenticempire/axint](https://github.com/agenticempire/axint) [![agenticempire/axint MCP server](https://glama.ai/mcp/servers/agenticempire/axint/badges/score.svg)](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [![callstackincubator/agent-device MCP server](https://glama.ai/mcp/servers/callstackincubator/agent-device/badges/score.svg)](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [![cq27-dev/rag-rat MCP server](https://glama.ai/mcp/servers/cq27-dev/rag-rat/badges/score.svg)](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat`
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [![drhalto/agentmako MCP server](https://glama.ai/mcp/servers/drhalto/agentmako/badges/score.svg)](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [![Dusheh/myclaw-toolkit MCP server](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit`
- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [![paramount-engineering/roku-dev-studio MCP server](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio/badges/score.svg)](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) 📇 🏠 🍎 🪟 🐧 - All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring.
- [machinegrade/validate](https://github.com/machinegrade/validate) [![machinegrade/validate MCP server](https://glama.ai/mcp/servers/machinegrade/validate/badges/score.svg)](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [![AKzar1el/mcp-web-validator MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.

Tools and integrations that enhance the development workflow and environment management.
- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [![kestiny18/spring-nacos-mcp MCP server](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [![mithun4elp/briefkit-mcp-server MCP server](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.

- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [![magna-nz/aspnetcore-debugger-mcp MCP server](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [![marin1321/mcp-devtools MCP server](https://glama.ai/mcp/servers/marin1321/mcp-devtools/badges/score.svg)](https://glama.ai/mcp/servers/marin1321/mcp-devtools) 📇 🏠 🍎 🪟 🐧 - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [![EtienneChollet/ontomics MCP server](https://glama.ai/mcp/servers/EtienneChollet/ontomics/badges/score.svg)](https://glama.ai/mcp/servers/EtienneChollet/ontomics) 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
- [ozgurcd/gograph](https://github.com/ozgurcd/gograph) [![ozgurcd/gograph MCP server](https://glama.ai/mcp/servers/ozgurcd/gograph/badges/score.svg)](https://glama.ai/mcp/servers/ozgurcd/gograph) 🏎️ 🏠 🍎 🪟 🐧 - An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping.
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [![glama.ai](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics/badges/score.svg)](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [![codebeamer-mcp MCP server](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [![runyourempire/4DA MCP server](https://glama.ai/mcp/servers/runyourempire/4DA/badges/score.svg)](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [![mvtandas/wp-cli-mcp MCP server](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [![Mogacode-ma/elementor-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [![Open Code Review MCP](https://glama.ai/mcp/servers/@raye-deng/open-code-review/badges/score.svg)](https://glama.ai/mcp/servers/raye-deng/open-code-review) 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
- [repowise-dev/repowise](https://github.com/repowise-dev/repowise) [![repowise-dev/repowise MCP server](https://glama.ai/mcp/servers/repowise-dev/repowise/badges/score.svg)](https://glama.ai/mcp/servers/repowise-dev/repowise) 🐍 🏠 ☁️ - Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [![AgiMaulana/HuaweiAppGalleryMcp MCP server](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp/badges/score.svg)](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [![Jott2121/agent-gate MCP server](https://glama.ai/mcp/servers/Jott2121/agent-gate/badges/score.svg)](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.
- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [![aos-standard/mcp-blast-radius MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - MCP Blast-Radius Auditor — static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` · [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/)
- [aos-standard/mcp-agent-health](https://github.com/aos-standard/mcp-agent-health) [![aos-standard/mcp-agent-health MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health) 🐍 🏠 - MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: `mcp-agent-health`. Install: `pip install mcp-agent-health==0.3.1` · [PyPI](https://pypi.org/project/mcp-agent-health/0.3.1/)
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [![agent-utils-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [![primitiv MCP server](https://glama.ai/mcp/servers/AI-by-design/primitiv/badges/score.svg)](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
- [GeiserX/atlassian-browser-mcp](https://github.com/GeiserX/atlassian-browser-mcp) [![GeiserX/atlassian-browser-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp) 🐍 ☁️ - Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.
- [HarperZ9/telos](https://github.com/HarperZ9/telos) [![HarperZ9/telos MCP server](https://glama.ai/mcp/servers/HarperZ9/telos/badges/score.svg)](https://glama.ai/mcp/servers/HarperZ9/telos) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first Project Telos MCP tool line for inspectable AI work: source intake, workspace context, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification packets across 5 stdio servers.
- [rust-works/omni-dev](https://github.com/rust-works/omni-dev) [![rust-works/omni-dev MCP server](https://glama.ai/mcp/servers/rust-works/omni-dev/badges/score.svg)](https://glama.ai/mcp/servers/rust-works/omni-dev) 🦀 ☁️ 🏠 - MCP server for Atlassian Jira and Confluence with schema-validated Markdown↔ADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts.
- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
- [mikusnuz/app-publish-mcp](https://github.com/mikusnuz/app-publish-mcp) [![mikusnuz/app-publish-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp) 📇 ☁️ - Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports.
- [mikusnuz/cws-mcp](https://github.com/mikusnuz/cws-mcp) [![mikusnuz/cws-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/cws-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/cws-mcp) 📇 ☁️ - MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates.
- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [![mikusnuz/npm-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/npm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) 📇 🏠 - MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.
- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [![Wopee-io/wopee-mcp MCP server](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) 📇 ☁️ - Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [![wooxogh/adr-mcp-setup MCP server](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup/badges/score.svg)](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
- [ahmedak/defluff](https://github.com/ahmedak/defluff) [![ahmedak/defluff MCP server](https://glama.ai/mcp/servers/ahmedak/defluff/badges/score.svg)](https://glama.ai/mcp/servers/ahmedak/defluff) 🐍 🏠 🍎 🪟 🐧 - Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff`
- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [![ahmedxuhri/bigindexer MCP server](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer/badges/score.svg)](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [![aidemd-mcp/server MCP server](https://glama.ai/mcp/servers/aidemd-mcp/server/badges/score.svg)](https://glama.ai/mcp/servers/aidemd-mcp/server) 📇 🏠 - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [![TempoGraph MCP server](https://glama.ai/mcp/servers/Elmoaid/TempoGraph/badges/score.svg)](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) 🐍 🏠 🍎 🪟 🐧 - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [![ellmos-ai/ellmos-codecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [![ethbak/icon-composer-mcp MCP server](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) 📇 🏠 🍎 - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
- [Explorer-64/imagcon-mcp](https://github.com/Explorer-64/imagcon-mcp) [![Explorer-64/imagcon-mcp MCP server](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher)  🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a  Text2SQL  AI Agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) 📇 🏠 🍎 🪟 🐧 - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp)  🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [![andrewschreiber/desktopinsights-mcp MCP server](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 -  A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
- [PhpCodeArcheology/PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology) [![PhpCodeArcheology MCP server](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology/badges/score.svg)](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.
- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
- [astandrik/codex-pets](https://github.com/astandrik/codex-pets) [![astandrik/codex-pets MCP server](https://glama.ai/mcp/servers/astandrik/codex-pets/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/codex-pets) 📇 ☁️ - Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.
- [arvindand/maven-tools-mcp](https://github.com/arvindand/maven-tools-mcp) ☕ ☁️ 🏠 🍎 🪟 🐧 - Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
- [ayhammouda/python-docs-mcp-server](https://github.com/ayhammouda/python-docs-mcp-server) [![python-docs-mcp-server MCP server](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) 📇 🏠 - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) ☕ 🏠 🍎 🪟 🐧 - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
- [beardfaceguy/daimonos](https://github.com/beardfaceguy/daimonos) [![beardfaceguy/daimonos MCP server](https://glama.ai/mcp/servers/beardfaceguy/daimonos/badges/score.svg)](https://glama.ai/mcp/servers/beardfaceguy/daimonos) 🦀 🏠 🍎 🐧 - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.
- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [![BetterDB MCP server](https://glama.ai/mcp/servers/BetterDB-inc/monitor/badges/score.svg)](https://glama.ai/mcp/servers/BetterDB-inc/monitor) 📇 ☁️ 🏠 - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
- [muvon/octocode](https://github.com/Muvon/octocode) [![octocode](https://glama.ai/mcp/servers/Muvon/octocode/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/) 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
- [bitrise-io/bitrise-mcp](https://github.com/bitrise-io/bitrise-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - MCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more.
- [BrainGrid MCP](https://docs.braingrid.ai/mcp-server/installation) 🎖️☁️ - [BrainGrid](https://braingrid.ai) MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
- [carloshpdoc/memorydetective](https://github.com/carloshpdoc/memorydetective) [![carloshpdoc/memorydetective MCP server](https://glama.ai/mcp/servers/carloshpdoc/memorydetective/badges/score.svg)](https://glama.ai/mcp/servers/carloshpdoc/memorydetective) 📇 🏠 🍎 - iOS leak hunting and performance investigation. Reads `.memgraph` (`leaks(1)`) and `.trace` (`xctrace`) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift `fixTemplate` snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x `leaks --outputGraph` regression; `replayScenario` + `captureScenarioState` close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via `verifyFix` and `compareTracesByPattern`. Apache 2.0.
- [cerebrixos-org/tuning-engines-cli](https://github.com/cerebrixos-org/tuning-engines-cli) [![cerebrixos-org/tuning-engines-cli MCP server](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli/badges/score.svg)](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli) 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
- [ClaudeCodeNavi/claudecodenavi-mcp](https://github.com/saikiyusuke/claudecodenavi-mcp) 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
- [cocaxcode/api-testing-mcp](https://github.com/cocaxcode/api-testing-mcp) [![cocaxcode/api-testing-mcp MCP server](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp) 📇 🏠 🍎 🪟 🐧 - The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.
- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [![codebase-context MCP server](https://glama.ai/mcp/servers/@PatrickSys/codebase-context/badges/score.svg)](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) 🎖️ 📇 ☁️ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
- [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection) 📇 🏠 - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
- [Contentrain/ai](https://github.com/Contentrain/ai) [![Contentrain/ai MCP server](https://glama.ai/mcp/servers/Contentrain/ai/badges/score.svg)](https://glama.ai/mcp/servers/Contentrain/ai) 📇 🏠 - Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.
- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
- [rafsilva85/credit-optimizer-v5](https://github.com/rafsilva85/credit-optimizer-v5) [![rafsilva85/credit-optimizer-v5 MCP server](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5/badges/score.svg)](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5) 🐍 🏠 - Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.
- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).
- [ofershap/cursor-usage](https://github.com/ofershap/cursor-usage) [![cursor-usage MCP server](https://glama.ai/mcp/servers/ofershap/cursor-usage/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/cursor-usage) 📇 🏠 - Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server
- [Daghis/teamcity-mcp](https://github.com/Daghis/teamcity-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
- [darktw/chatpipe-mcp](https://github.com/darktw/chatpipe-mcp) [![darktw/chatpipe-mcp MCP server](https://glama.ai/mcp/servers/darktw/chatpipe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/chatpipe-mcp) ☁️ - Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
- [dannote/figma-use](https://github.com/dannote/figma-use) 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
- [musepy/genable](https://github.com/musepy/genable) [![musepy/genable MCP server](https://glama.ai/mcp/servers/musepy/genable/badges/score.svg)](https://glama.ai/mcp/servers/musepy/genable) 📇 🏠 🍎 🪟 🐧 - Write-side MCP for Figma — complements Figma's official read-only MCP. 41 tools for building and editing Figma designs from Claude Code, Cursor, Cline: JSX-like tree creation, variables/tokens, components, cross-page navigation, and visual verification via screenshots. Install: `npx -y genable-mcp`.
- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
- [delimit-ai/delimit](https://github.com/delimit-ai/delimit) [![delimit-ai/delimit MCP server](https://glama.ai/mcp/servers/delimit-ai/delimit/badges/score.svg)](https://glama.ai/mcp/servers/delimit-ai/delimit) 🐍 🏠 🍎 🪟 🐧 - API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [![endiagram MCP server](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: `npx @endiagram/mcp`
- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions.
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [![eyaushev/swagger-testcase-mcp MCP server](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.
- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [![callout-dev MCP server](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev/badges/score.svg)](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [![flyto-core MCP server](https://glama.ai/mcp/servers/@flytohub/flyto-core/badges/score.svg)](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [![ForeverTools/kiprio-mcp MCP server](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Multi-purpose API toolkit: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculator, hash encoding, and GPU pricing. Free tier included. `pip install kiprio-mcp`
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
- [gavelcode/gavel](https://github.com/gavelcode/gavel) [![gavelcode/gavel MCP server](https://glama.ai/mcp/servers/gavelcode/gavel/badges/score.svg)](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change.
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [![GeiserX/lynxprompt-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
- [vkhanhqui/figma-mcp-go](https://github.com/vkhanhqui/figma-mcp-go) [![vkhanhqui/figma-mcp-go server](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go/badges/score.svg)](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go)  🏎️ 🏠 🍎 🪟 🐧 - Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [![ajitpratap0/GoSQLX MCP server](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX/badges/score.svg)](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
- [hechtcarmel/jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).
- [hidai25/eval-view](https://github.com/hidai25/eval-view) [![hidai25/eval-view MCP server](https://glama.ai/mcp/servers/hidai25/eval-view/badges/score.svg)](https://glama.ai/mcp/servers/hidai25/eval-view) 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [![rest_api_mcp MCP server](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp/badges/score.svg)](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
- [homespunapps/homespun](https://github.com/homespunapps/homespun) [![homespunapps/homespun MCP server](https://glama.ai/mcp/servers/homespunapps/homespun/badges/score.svg)](https://glama.ai/mcp/servers/homespunapps/homespun) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps from an agent: one call returns a live app on its own URL with magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads, and the agent keeps read and write access to the app's data afterwards to keep changing it. Remote `https://homespun.dev/mcp` or `npx -y @homespunapps/mcp`.
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [![IgorGanapolsky/ThumbGate MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [![mcp-zuul MCP server](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul/badges/score.svg)](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) 🐍 ☁️ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
- [Ivy-Innovation/cubelife](https://github.com/Ivy-Innovation/cubelife) [![Ivy-Innovation/cubelife MCP server](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife/badges/score.svg)](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife) 📇 🏠 - Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) 🐍 🏠 🍎 🪟 🐧 - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
- [io.github.hoainho/podium-mcp](https://github.com/hoainho/podium-mcp) [![hoainho/podium-mcp MCP server](https://glama.ai/mcp/servers/hoainho/podium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hoainho/podium-mcp) 📇 🏠 🍎 - Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode.
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [![blackwell-systems/agent-lsp MCP server](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp/badges/score.svg)](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) 🏎️ 🏠 🍎 🪟 🐧 - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [![codewiki-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [![Jambozx/onlinecybertools-mcp-server MCP server](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [![James-Chahwan/repo-graph MCP server](https://glama.ai/mcp/servers/James-Chahwan/repo-graph/badges/score.svg)](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) 🐍 🏠 - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
- [janaraj/tnl](https://github.com/janaraj/tnl) [![janaraj/tnl MCP server](https://glama.ai/mcp/servers/janaraj/tnl/badges/score.svg)](https://glama.ai/mcp/servers/janaraj/tnl) 📇 🏠 🍎 🪟 🐧 - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — `get_impacted_tnls`, `retrieve_tnl`, `trace`, `propose_tnl_diff`, `approve_tnl_diff`, `verify` — let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via `npx typed-nl init` for Claude Code, Codex, Gemini.
- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
- [jaspertvdm/mcp-server-tibet](https://github.com/jaspertvdm/mcp-server-tibet) 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.
- [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [![jawdat6/fixgraph-mcp MCP server](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE
- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [![jiezeng2004-design/safe-bifrost MCP server](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost/badges/score.svg)](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: `npx -y patchwarden@0.6.1`.
- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [![jonradoff/lightcms MCP server](https://glama.ai/mcp/servers/jonradoff/lightcms/badges/score.svg)](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators
- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [![Jungle-Grid/mcp-server MCP server](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) 🎖️ 📇 ☁️ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [![kao273183/mk-qa-master MCP server](https://glama.ai/mcp/servers/kao273183/mk-qa-master/badges/score.svg)](https://glama.ai/mcp/servers/kao273183/mk-qa-master) 🐍 🏠 🍎 🪟 🐧 - AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`.
- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets.
- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [![design-token-bridge-mcp MCP server](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) 📇 🏠 - Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
- [kensaurus/mushi-mushi](https://github.com/kensaurus/mushi-mushi) [![kensaurus/mushi-mushi MCP server](https://glama.ai/mcp/servers/kensaurus/mushi-mushi/badges/score.svg)](https://glama.ai/mcp/servers/kensaurus/mushi-mushi) 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with evidence, blast radius, and a paste-ready fix prompt — then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. `npx @mushi-mushi/mcp`
- [kerbelp/metatron](https://github.com/kerbelp/metatron) [![kerbelp/metatron MCP server](https://glama.ai/mcp/servers/kerbelp/metatron/badges/score.svg)](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [![kevinswint/xcode-studio-mcp MCP server](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - Unified MCP server for iOS development — build, run, screenshot, and interact with iOS Simulator.
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [![agent-tool MCP server](https://glama.ai/mcp/servers/knewstimek/agent-tool/badges/score.svg)](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [![mcp-observatory MCP server](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory/badges/score.svg)](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [![repo-crunch MCP server](https://glama.ai/mcp/servers/@kimwwk/repo-crunch/badges/score.svg)](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [![roslyn-codelens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [![lisamaraventano-spine/mcp-server MCP server](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) 📇 🏠 🍎 🪟 🐧 - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: `@underground-cultural-district/mcp-server`
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧  -  A MCP server to interact with Neovim
- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [![jarvisassistantux/loopsense MCP server](https://glama.ai/mcp/servers/jarvisassistantux/loopsense/badges/score.svg)](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
- [lorenzo-cambiaghi/LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) [![lorenzo-cambiaghi/LynxMCP MCP server](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP/badges/score.svg)](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP) 🐍 🏠 🍎 🪟 🐧 - 100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via `pipx install lynx-mcp`.
- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [![clarifyprompt-mcp MCP server](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode
- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [![paulburgess1357/nvim-mcp MCP server](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) 🐍 🏠 🐧 - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
- [paulhkang94/markview](https://github.com/paulhkang94/markview) [![markview MCP server](https://glama.ai/mcp/servers/@paulhkang94/markview/badges/score.svg)](https://glama.ai/mcp/servers/@paulhkang94/markview) 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`.
- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [![memorylens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 🪟 - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
- [martingeidobler/android-mcp-server](https://github.com/martingeidobler/android-mcp-server) [![android-mcp-server MCP server](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server) 📇 🏠 - 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via `npx android-mcp-server`.
- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.
- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [![mcpware/ui-annotator-mcp MCP server](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. `npx @mcpware/ui-annotator`
- [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/microservices-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`.
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) 🐍 🏠 🍎 🪟 🐧 - Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [![Michael-WhiteCapData/ollama-handoff MCP server](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff)
- [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) 📇 ☁️ - Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [![MobileReality/mdma MCP server](https://glama.ai/mcp/servers/MobileReality/mdma/badges/score.svg)](https://glama.ai/mcp/servers/MobileReality/mdma) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`.
- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [![saranshbamania/mobile-device-mcp MCP server](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp/badges/score.svg)](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) 📇 🏠 🍎 🪟 - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`
- [getmockd/mockd](https://github.com/getmockd/mockd) [![mockd MCP server](https://glama.ai/mcp/servers/getmockd/mockd/badges/score.svg)](https://glama.ai/mcp/servers/getmockd/mockd) 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [![mockhero MCP server](https://glama.ai/mcp/servers/dinosaur24/mockhero/badges/score.svg)](https://glama.ai/mcp/servers/dinosaur24/mockhero) 📇 ☁️ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [![git-context-mcp MCP server](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) 📇 🏠 🍎 🪟 🐧 - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp`
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [![najaeda/naja-scope MCP server](https://glama.ai/mcp/servers/najaeda/naja-scope/badges/score.svg)](https://glama.ai/mcp/servers/najaeda/naja-scope) 🐍 🏠 - Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact `file:line` source, backed by the najaeda netlist engine.
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [![n8n-workflow-tester-safe MCP server](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe/badges/score.svg)](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [![AutomateLab-tech/n8n-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [![nikolai-vysotskyi/trace-mcp MCP server](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.
- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [![Nishant-Chaudhary5338/mcp-toolkit MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22.
- [nk3750/jitapi](https://github.com/nk3750/jitapi) [![nk3750/jitapi MCP server](https://glama.ai/mcp/servers/nk3750/jitapi/badges/score.svg)](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [![Neverlow512/agent-droid-bridge MCP server](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge/badges/score.svg)](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [![mcp-server-devutils MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [![mcp-server-dns MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-dns/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config.
- [ofershap/mcp-server-docker](https://github.com/ofershap/mcp-server-docker) [![mcp-server-docker MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-docker/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-docker) 📇 🏠 - Docker operations — manage containers, images, volumes, networks, and compose services.
- [ofershap/mcp-server-github-actions](https://github.com/ofershap/mcp-server-github-actions) [![mcp-server-github-actions MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions) 📇 ☁️ - GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.
- [ofershap/mcp-server-github-gist](https://github.com/ofershap/mcp-server-github-gist) [![mcp-server-github-gist MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist) 📇 ☁️ - Create, read, update, list, and search GitHub Gists from your IDE.
- [ofershap/mcp-server-markdown](https://github.com/ofershap/mcp-server-markdown) [![mcp-server-markdown MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown) 📇 🏠 - Search, extract sections, list headings, and find code blocks across markdown files.
- [ofershap/mcp-server-npm-plus](https://github.com/ofershap/mcp-server-npm-plus) [![mcp-server-npm-plus MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus) 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads.
- [ofershap/mcp-server-scraper](https://github.com/ofershap/mcp-server-scraper) [![mcp-server-scraper MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper) 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.
- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [![paladini/devutils-mcp-server MCP server](https://glama.ai/mcp/servers/paladini/devutils-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
- [mcpware/pagecast](https://github.com/mcpware/pagecast) [![mcpware/pagecast MCP server](https://glama.ai/mcp/servers/mcpware/pagecast/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`
- [Perseus-Computing-LLC/perseus](https://github.com/Perseus-Computing-LLC/perseus) [![Perseus-Computing-LLC/perseus MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus) 🐍 🏠 🍎 🪟 🐧 - Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx.
- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [![pharaoh MCP server](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh/badges/score.svg)](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [![jcooley8/pincushion-plugin MCP server](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin/badges/score.svg)](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: `npx pincushion-mcp`.
- [pipepie/pipepie](https://github.com/pipepie/pipepie) [![pipepie/pipepie MCP server](https://glama.ai/mcp/servers/pipepie/pipepie/badges/score.svg)](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [![pmpt-mcp MCP server](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform.
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
- [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) 🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.
- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [![pt-edge MCP server](https://glama.ai/mcp/servers/grahamrowe82/pt-edge/badges/score.svg)](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 🪟 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI.
- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) ☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [![godotlens-mcp MCP server](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) 🐍 🏠 - 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.
- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
- [benswel/qr-agent-core](https://github.com/benswel/qr-agent-core) [![benswel/qr-agent-core MCP server](https://glama.ai/mcp/servers/benswel/qr-agent-core/badges/score.svg)](https://glama.ai/mcp/servers/benswel/qr-agent-core) 📇 ☁️ - Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via `npx qr-for-agent`.
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [![ARBuilder MCP server](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder/badges/score.svg)](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) 🐍 ☁️ 🏠 🍎 🪟 🐧 - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [![rabdulsal/appstore-release-mcp MCP server](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) 📇 🏠 🍎 - Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling — the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. `npx appstore-release-mcp`
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [![Vbj1808/retrieval-lens MCP server](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens/badges/score.svg)](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) 📇 🏠 - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp) [![ronantakizawa/a11ymcp MCP server](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp/badges/score.svg)](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.
- [rsdouglas/janee](https://github.com/rsdouglas/janee) 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
- [sarveshsea/memi](https://github.com/sarveshsea/memi) [![memi MCP server](https://glama.ai/mcp/servers/sarveshsea/memi/badges/score.svg)](https://glama.ai/mcp/servers/sarveshsea/memi) 📇 🏠 - Design-system memory for coding agents with 46 MCP tools for UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs, and interface-quality diagnostics.
- [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [![saurav61091/mcp-openapi MCP server](https://glama.ai/mcp/servers/saurav61091/mcp-openapi/badges/score.svg)](https://glama.ai/mcp/servers/saurav61091/mcp-openapi) 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth.
- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
- [seldonframe/reelier](https://github.com/seldonframe/reelier) [![seldonframe/reelier MCP server](https://glama.ai/mcp/servers/seldonframe/reelier/badges/score.svg)](https://glama.ai/mcp/servers/seldonframe/reelier) 📇 🏠 🍎 🪟 🐧 - Record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift — CI + snapshot tests for MCP tool-call workflows. `npx -y reelier serve`
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [![NavinAgrawal/mcp-broker MCP server](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker/badges/score.svg)](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) 🐍 🏠 🍎 🪟 🐧 - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [![mcp-code-sanitizer MCP server](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer/badges/score.svg)](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) 🐍 🏠 🍎 🪟 🐧 - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [![mcp-server-boilerplate MCP server](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate/badges/score.svg)](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
- [SegfaultSorcerer/heap-seance](https://github.com/SegfaultSorcerer/heap-seance) [![heap-seance MCP server](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance/badges/score.svg)](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance) 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
- [shayaShav/flatten-mcp](https://github.com/shayaShav/flatten-mcp) [![shayaShav/flatten-mcp MCP server](https://glama.ai/mcp/servers/shayaShav/flatten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shayaShav/flatten-mcp) 📇 🏠 - Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction.
- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
- [simplypixi/bugbug-mcp-server](https://github.com/simplypixi/bugbug-mcp-server) ☁️ - MCP for BugBug API, to manage test and suites on BugBug
- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
- [softvoyagers/linkshrink-api](https://github.com/softvoyagers/linkshrink-api) 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.
- [softvoyagers/ogforge-api](https://github.com/softvoyagers/ogforge-api) 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.
- [softvoyagers/pagedrop-api](https://github.com/softvoyagers/pagedrop-api) 📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required.
- [softvoyagers/pdfspark-api](https://github.com/softvoyagers/pdfspark-api) 📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
- [softvoyagers/qrmint-api](https://github.com/softvoyagers/qrmint-api) 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
- [specshield26/specshield-mcp-server](https://github.com/specshield26/specshield-mcp-server) [![specshield26/specshield-mcp-server MCP server](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server) 📇 ☁️ - The API-change deploy gate for AI coding agents: "is it safe to ship this API change to my consumers?" Analyze-only OpenAPI breaking-change detection + migration guides.
- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`).
- [srclight/srclight](https://github.com/srclight/srclight) [![srclight MCP server](https://glama.ai/mcp/servers/@srclight/srclight/badges/score.svg)](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
- [stfade/moth](https://github.com/stfade/moth) [![stfade/moth MCP server](https://glama.ai/mcp/servers/stfade/moth/badges/score.svg)](https://glama.ai/mcp/servers/stfade/moth) 📇 🏠 - A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.
- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components.
- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [![tactual-dev/tactual MCP server](https://glama.ai/mcp/servers/tactual-dev/tactual/badges/score.svg)](https://glama.ai/mcp/servers/tactual-dev/tactual) 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer. Models real AT user effort with per-profile scoring, graph-based pathfinding, and step-by-step navigation traces.
- [TamarEngel/jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp) - MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.
- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [![tao-izm/devpulse-mcp MCP server](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call.
- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.
- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [![reftrix-mcp MCP server](https://glama.ai/mcp/servers/TKMD/reftrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge.
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [![thecombatwombat/replicant-mcp MCP server](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) 📇 🏠 🍎 🪟 🐧 - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
- [theserverlessdev/wsc](https://github.com/theserverlessdev/wsc) [![theserverlessdev/wsc MCP server](https://glama.ai/mcp/servers/theserverlessdev/wsc/badges/score.svg)](https://glama.ai/mcp/servers/theserverlessdev/wsc) 📇 ☁️ 🏠 - Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-cited AI tells. Remote server at wsc.theserverless.dev/mcp or `npx wsc-mcp`.
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [![x402node/x402-mcp MCP server](https://glama.ai/mcp/servers/x402node/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402node/x402-mcp) 🎖️ 📇 🏠 - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [![Mibayy/token-savior MCP server](https://glama.ai/mcp/servers/Mibayy/token-savior/badges/score.svg)](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
- [var-gg/mcp](https://github.com/var-gg/mcp) 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg)
- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
- [vercel/next-devtools-mcp](https://github.com/vercel/next-devtools-mcp) 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
- [vighriday/Veris](https://github.com/vighriday/Veris) [![vighriday/Veris MCP server](https://glama.ai/mcp/servers/vighriday/Veris/badges/score.svg)](https://glama.ai/mcp/servers/vighriday/Veris) 📇 🏠 🍎 🪟 🐧 - Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT.
- [verifyax/verifyax-mcp](https://github.com/verifyax/verifyax-mcp) [![verifyax/verifyax-mcp MCP server](https://glama.ai/mcp/servers/verifyax/verifyax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verifyax/verifyax-mcp) 📇 ☁️ - MCP server for the VerifyAX platform. Enables agent evaluation, simulation testing, and functional/non-functional verification workflows through natural language.
- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [![adaptive-cards-mcp MCP server](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [![VrtxOmega/Ollama-Omega MCP server](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [![VrtxOmega/omega-brain-mcp MCP server](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [![ariadne MCP server](https://glama.ai/mcp/servers/whyy9527/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [![willianpinho/mcp-gateway-scan MCP server](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan/badges/score.svg)](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) 📇 🏠 - Read-only static scanner for MCP / agent-gateway production-readiness. The `scan_gateway` tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values.
- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
- [Wolfe-Jam/faf-mcp](https://github.com/Wolfe-Jam/faf-mcp) 📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.
- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - An implementation project of a JVM-based MCP (Model Context Protocol) server.
- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
- [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) 📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.
- [ycs77/apifable](https://github.com/ycs77/apifable) [![apifable MCP server](https://glama.ai/mcp/servers/ycs77/apifable/badges/score.svg)](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [![dotnet-template-mcp MCP server](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #️⃣ 🏠 🍎 🪟 🐧 - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [![ypollak2/llm-router MCP server](https://glama.ai/mcp/servers/ypollak2/llm-router/badges/score.svg)](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧  - Tool suite built around an MCP server for Android automation for developer workflow and testing
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples
- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [![drumst0ck/uploadkit MCP server](https://glama.ai/mcp/servers/drumst0ck/uploadkit/badges/score.svg)](https://glama.ai/mcp/servers/drumst0ck/uploadkit) 🎖️ 📇 🏠 🍎 🪟 🐧 – Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mcp`.
- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [![DigiCatalyst-Systems/dep-diff-mcp MCP server](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) 📇 🏠 🍎 🪟 🐧 - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [![hikmahtech/drwhome MCP server](https://glama.ai/mcp/servers/hikmahtech/drwhome/badges/score.svg)](https://glama.ai/mcp/servers/hikmahtech/drwhome) 📇 ☁️ – Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP — point Claude Desktop at the URL.
- [skyhook-io/radar](https://github.com/skyhook-io/radar) [![radar MCP server](https://glama.ai/mcp/servers/skyhook-io/radar/badges/score.svg)](https://glama.ai/mcp/servers/skyhook-io/radar) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Built-in MCP server for [Radar](https://radarhq.io), a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0.
- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [![NazarKalytiuk/tarn MCP server](https://glama.ai/mcp/servers/NazarKalytiuk/tarn/badges/score.svg)](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) 🦀 🏠 🍎 🪟 🐧 - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT.
- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [![tooluse-labs/perfetto-mcp-rs MCP server](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs/badges/score.svg)](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) 🦀 🏠 🍎 🪟 🐧 - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script.
- [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [![mshegolev/jaeger-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) 🐍 ☁️ 🏠 – Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry.

- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [![parasxos/cpp26-adapter MCP server](https://glama.ai/mcp/servers/parasxos/cpp26-adapter/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.
- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [![graphpilot-oss/graphpilot MCP server](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot/badges/score.svg)](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. `npx @graphpilot-oss/graphpilot mcp`
- [Disentinel/grafema](https://github.com/Disentinel/grafema) [![grafema MCP server](https://glama.ai/mcp/servers/Disentinel/grafema/badges/score.svg)](https://glama.ai/mcp/servers/Disentinel/grafema) 📇 🏠 🍎 🪟 🐧 - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema`
- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [![laszlopere/mcp-abacus MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-abacus/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`.

- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [![joaoh82/rustunnel MCP server](https://glama.ai/mcp/servers/joaoh82/rustunnel/badges/score.svg)](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
- [xfloukiex-lab/laugh-tale](https://github.com/xfloukiex-lab/laugh-tale) [![xfloukiex-lab/laugh-tale MCP server](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale/badges/score.svg)](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale) 🐍 🏠 🍎 🪟 🐧 - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. `pip install laugh-tale-mcp`
- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [![JSungMin/vs-token-safer MCP server](https://glama.ai/mcp/servers/JSungMin/vs-token-safer/badges/score.svg)](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI.
- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [![ysalitrynskyi/opn-mcp MCP server](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [![mambalabsdev/mcp-domain-deliverability-checker MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor.
- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [![ozers/hooksense-mcp MCP server](https://glama.ai/mcp/servers/ozers/hooksense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp`

- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [![richer-richard/fenestra MCP server](https://glama.ai/mcp/servers/richer-richard/fenestra/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`.
- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [![chaoz23/inkcheck MCP server](https://glama.ai/mcp/servers/chaoz23/inkcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for [ink](https://github.com/inkle/ink) interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. `claude mcp add inkcheck -- npx -y inkcheck mcp`
- [swapnanil/vectr](https://github.com/swapnanil/vectr) [![swapnanil/vectr MCP server](https://glama.ai/mcp/servers/swapnanil/vectr/badges/score.svg)](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. `pip install vectr`

- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [![SunrisesIllNeverSee/sigrank-mcp MCP server](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`

- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [![Bishop81/imagedimensions-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. `npx -y imagedimensions-mcp`

- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [![sebastienrousseau/rlg-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/rlg/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - **Log-stream tools for on-call / SRE agent workflows** — expose `rlg` (RustLogs) log files as MCP tools. Three tools: `tail_log` (last N events, filtered by level/target), `filter_log` (JSON-path-style predicates), `summarize_errors` (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, `os_log`/`journald` sinks). Install `cargo install rlg-mcp` or `docker run -i ghcr.io/sebastienrousseau/rlg-mcp`. Dual-licensed MIT OR Apache-2.0.
- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [![chrassy/klanex-mcp MCP server](https://glama.ai/mcp/servers/chrassy/klanex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chrassy/klanex-mcp) 🎖️ 📇 ☁️ - Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an `llm_hint` the agent can self-correct from. Hosted remote (`api.klanexai.com/mcp`, free sandbox) or `npx -y klanex-mcp`.
- [get-tmonier/argot](https://github.com/get-tmonier/argot) [![get-tmonier/argot MCP server](https://glama.ai/mcp/servers/get-tmonier/argot/badges/score.svg)](https://glama.ai/mcp/servers/get-tmonier/argot) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot`
- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [![MikhailHal/ariadne MCP server](https://glama.ai/mcp/servers/MikhailHal/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/MikhailHal/ariadne) ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). `brew install mikhailhal/tap/ariadne`
- [DanMat/create-packkit](https://github.com/DanMat/create-packkit/tree/main/mcp) [![DanMat/create-packkit MCP server](https://glama.ai/mcp/servers/DanMat/create-packkit/badges/score.svg)](https://glama.ai/mcp/servers/DanMat/create-packkit) 📇 🏠 - Scaffold modern npm packages, CLIs, services, and full-stack monorepos from your agent. Three tools: inspect the option schema, preview the generated file tree, and write the project to disk — optionally creating the GitHub repo and pushing to it, or merging into an existing clone without overwriting anything. Also available as a CLI and a web configurator. `npx -y packkit-mcp`
- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [![gvasile29/qai-consultant MCP server](https://glama.ai/mcp/servers/gvasile29/qai-consultant/badges/score.svg)](https://glama.ai/mcp/servers/gvasile29/qai-consultant) 🐍 🏠 🍎 🪟 🐧 - Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp`
- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [![MGM-FALCON/quelllm-mcp MCP server](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for [quelllm.fr](https://quelllm.fr) — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: `list_models`, `get_model`, `compare`, `estimate_vram`, `estimate_cost` (API providers vs self-hosted hardware in EUR), `search_models`. Useful when picking a local model that fits your GPU/Mac.
- [imqueue/mcp](https://github.com/imqueue/mcp) [![imqueue/mcp MCP server](https://glama.ai/mcp/servers/imqueue/mcp/badges/score.svg)](https://glama.ai/mcp/servers/imqueue/mcp) 📇 🏠 - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.
- [WCAG-Compliance/wcagc-mcp](https://github.com/WCAG-Compliance/wcagc-mcp) [![WCAG-Compliance/wcagc-mcp MCP server](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp) 🎖️ 📇 ☁️ 🏠 - Deterministic axe-core accessibility scanning (WCAG 2.1 AA, EN 301 549, PDF/UA) through a [wcagc](https://wcagc.com) account: scan any public URL or PDF, crawl a whole registered site, replay saved multi-step journeys, and read violation trends. Returns structured findings — rule, severity counts and the success criteria involved — so the assistant reasons over real results rather than guessing from markup. Every scan result carries an automated-coverage disclaimer instead of a score or a pass/fail verdict. Hosted at `https://mcp.wcagc.com/mcp`, or run it locally with `npx -y @wcagc/mcp`.
- [srbsa/diffgate](https://github.com/srbsa/diffgate) [![srbsa/diffgate MCP server](https://glama.ai/mcp/servers/srbsa/diffgate/badges/score.svg)](https://glama.ai/mcp/servers/srbsa/diffgate) 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs, runnable from inside the coding agent's own loop over MCP. Zero-LLM-token, AST-precise rules (SQLi, SSRF, XXE, permissive CORS, prototype pollution, hardcoded secrets) across 8 languages, plus structural checks for reinvented helpers and over-abstraction — findings scoped to only the changed lines, same input always gives the same output, no false-block guarantee. `npm i -g diffgate-review` (registers as the `diffgate` command; `diffgate mcp` starts the server)
### 🔒 <a name="delivery"></a>Delivery

- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash Delivery (Unofficial)
- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [![dragon-mcp MCP server](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎   - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [![catrinmdonnelly/royalmail-mcp MCP server](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [![IAfanasov/packzoo-mcp MCP server](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) 📇 ☁️ - Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: [packzoo.com/api/mcp](https://packzoo.com/api/mcp).
- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [![warpfreight/warp-agent-mcp MCP server](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) 📇 ☁️ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at [wearewarp.com/agents/mcp](https://wearewarp.com/agents/mcp).
- [Dudude-bit/yandex-lavka-mcp](https://github.com/Dudude-bit/yandex-lavka-mcp) [![Dudude-bit/yandex-lavka-mcp MCP server](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp) 🐍 ☁️ – Order groceries from **Yandex Lavka** (Russia): search the catalog, build a cart, and place an order with a two-step confirmation before any charge. Unofficial (reverse-engineered private web API); local stdio or remote HTTP with OAuth. `uvx yandex-lavka-mcp`.

- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
- [childrentime/reactuse](https://github.com/childrentime/reactuse) [![childrentime/reactuse MCP server](https://glama.ai/mcp/servers/childrentime/reactuse/badges/score.svg)](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - MCP server for the [ReactUse](https://reactuse.com) library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [![kannajune/mcp-architect MCP server](https://glama.ai/mcp/servers/kannajune/mcp-architect/badges/score.svg)](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [![codemagic-mcp MCP server](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [![deslay1/amendor-mcp MCP server](https://glama.ai/mcp/servers/deslay1/amendor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp`
- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [![LS-SIEM-LLP/qa-probe MCP server](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe/badges/score.svg)](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe`
  
### 🧮 <a name="data-science-tools"></a>Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [![Archerkattri/mathlas MCP server](https://glama.ai/mcp/servers/Archerkattri/mathlas/badges/score.svg)](https://glama.ai/mcp/servers/Archerkattri/mathlas) 🐍 🏠 - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) 🐍 🏠 - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
- [BlackMount-ai/blackmount-nlp-mcp](https://github.com/BlackMount-ai/blackmount-nlp-mcp) [![BlackMount-ai/blackmount-nlp-mcp MCP server](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: `pip install blackmount-nlp-mcp`.
- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
- [chohyerinn/filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server) [![filter-mcp-server MCP server](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) 🐍 🏠 - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
- [Daichi-Kudo/llm-advisor-mcp](https://github.com/Daichi-Kudo/llm-advisor-mcp) [![Daichi-Kudo/llm-advisor-mcp MCP server](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [![WaveGuard MCP server](https://glama.ai/mcp/servers/WaveGuard/badges/score.svg)](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [![haiiibin/data-profiler-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`.
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [![leap-laboratories/discovery-engine MCP server](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine/badges/score.svg)](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [![lihtness/gnomon-mcp MCP server](https://glama.ai/mcp/servers/lihtness/gnomon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich `now()` snapshot (18 fields), `calendar(ops)` batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), `calc(expressions)` Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. `uvx gnomon-mcp`.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [![Whatsonyourmind/oraclaw MCP server](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw/badges/score.svg)](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [![playidea-lab/pcq MCP server](https://glama.ai/mcp/servers/playidea-lab/pcq/badges/score.svg)](https://glama.ai/mcp/servers/playidea-lab/pcq) 🐍 🏠 🍎 🪟 🐧 - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [![ShipItAndPray/mcp-compress MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [![ShipItAndPray/mcp-turboquant MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [![renoun-mcp MCP server](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [![laszlopere/mcp-gnu-units MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. `uvx mcp-gnu-units`.

### 📊 <a name="data-visualization"></a>Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [![ganapativs/microcharts MCP server](https://glama.ai/mcp/servers/ganapativs/microcharts/badges/score.svg)](https://glama.ai/mcp/servers/ganapativs/microcharts) 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets — 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via `npx -y @microcharts/mcp`.

- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [![mcp-dashboards MCP server](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.

- [marzukia/charted](https://github.com/marzukia/charted) [![marzukia/charted MCP server](https://glama.ai/mcp/servers/marzukia/charted/badges/score.svg)](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.

- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [![MS-Teja/Glyphic MCP server](https://glama.ai/mcp/servers/MS-Teja/Glyphic/badges/score.svg)](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Gantt…) — native SVG/PNG, no headless browser. Built for LLMs and agents.

- [pushtodisplay/cli](https://github.com/pushtodisplay/cli)[![Push To Display MCP server](https://glama.ai/mcp/servers/pushtodisplay/cli/badges/score.svg)](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts.

- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [![csvglow MCP server](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow/badges/score.svg)](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.

- [nteract/semiotic](https://github.com/nteract/semiotic) [![nteract/semiotic MCP server](https://glama.ai/mcp/servers/nteract/semiotic/badges/score.svg)](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues. 
- [subhatta123/twilize](https://github.com/subhatta123/twilize) [![subhatta123/twilize MCP server](https://glama.ai/mcp/servers/subhatta123/twilize/badges/score.svg)](https://glama.ai/mcp/servers/subhatta123/twilize) 🐍 🏠 🍎 🪟 🐧 - Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via `uvx twilize`.

### 📟 <a name="embedded-system"></a>Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
- [JannLeo/telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp) [![JannLeo/telinksdk-builder-mcp MCP server](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp) 🐍 🏠 🪟 🐧 🍎 - Build any Telink/embedded SDK (Eclipse headless / Make / generic) via natural language. Auto-detects build pattern and exposes build_info/build_run/build_list MCP tools. Cross-platform.
- [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
- [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - A comprehensive MCP server for serial port communication
- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [![ByteAsk/ByteAsk-Embedded-MCP MCP server](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP/badges/score.svg)](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [![lxman/obsbot-mcp MCP server](https://glama.ai/mcp/servers/lxman/obsbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. `npx obsbot-mcp`
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [![octoco-ltd/sheetsdata-mcp MCP server](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [![turbyho/fw-context-mcp MCP server](https://glama.ai/mcp/servers/turbyho/fw-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [![catallo/misterclaw MCP server](https://glama.ai/mcp/servers/catallo/misterclaw/badges/score.svg)](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [![zackpeters93/ugs-mcp MCP server](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously.
- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [![codeofaxel/Kiln MCP server](https://glama.ai/mcp/servers/codeofaxel/Kiln/badges/score.svg)](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - MCP server that lets AI agents drive real 3D printers end to end — design, slice, queue, monitor via camera, and recover from failures — across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, `pip install kiln3d`.

### 🎓 <a name="education"></a>Education

MCP servers for learning management systems (LMS) and educational tools.

- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [![admin978/canvas-mcp MCP server](https://glama.ai/mcp/servers/admin978/canvas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.
- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [![connectrylab-architect-cert-mcp MCP server](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [![JuhongPark/mcp-server-pronunciation MCP server](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation/badges/score.svg)](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via `uvx mcp-server-pronunciation@0.3.0`.
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [![brightspace-mcp-server MCP server](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [![pronounce MCP server](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce/badges/score.svg)](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: <https://pronounce.renlab.ai>.

### 🛒 <a name="e-commerce"></a>E-Commerce

MCP servers for e-commerce platforms and online store management.

- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [![agentcentral-to/agent-central-mcp MCP server](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.
- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [![agentlux/agentlux-mcp MCP server](https://glama.ai/mcp/servers/agentlux/agentlux-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`.
- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [![anhmtk/agentshare-mcp MCP server](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence MCP (Meteora DLMM `meteora_brief` + `meteora_pool_detail`, Solana DEX + DefiLlama scout). Commerce tools are secondary. Hosted at https://agentshare.dev/mcp
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [![BuyWhere/buywhere-mcp MCP server](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`.
- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [![TonyWang-hub/mcp-cn-commerce MCP server](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce/badges/score.svg)](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`.
- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [![justadityaraj/amazon-in-mcp MCP server](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`.
- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [![jasp-nerd/marktplaats-mcp MCP server](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats.nl and 2dehands.be, the Dutch and Belgian second-hand marketplaces. Listings with price, condition and distance filters, full ad details, seller verification and reviews, categories, and new-listing monitoring. No account or API key needed. Install via `uvx marktplaats-mcp`.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [![mrslbt/rakuten-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`.
- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [![laundromatic/shopgraph MCP server](https://glama.ai/mcp/servers/laundromatic/shopgraph/badges/score.svg)](https://glama.ai/mcp/servers/laundromatic/shopgraph) 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [![dsers-mcp-product MCP server](https://glama.ai/mcp/servers/lofder/dsers-mcp-product/badges/score.svg)](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [![malinoto/tracepass-mcp-server MCP server](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (`https://ai.tracepass.eu/mcp`) or local. Install via `npx -y tracepass-mcp-server`.
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [![OFODevelopment/cerebrochain-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [![ONE8943/ai-furniture-hub MCP server](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub/badges/score.svg)](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via `npx ai-furniture-hub`.
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [![patchistry/patchistry-mcp-server MCP server](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for [Patchistry](https://patchistry.com), the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: `list_canvases`, `list_patches`, `recommend_build`, `get_shipping`, and `contact`. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via `npx -y patchistry-mcp-server`.

- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [![MCP Server](https://glama.ai/mcp/servers/samrothschild23/intelligence-api/badges/score.svg)](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).

- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [![the402ai/mcp-server MCP server](https://glama.ai/mcp/servers/the402ai/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/the402ai/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [![cmcgrabby-hue/syndicate-links MCP server](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links/badges/score.svg)](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) 📇 🏠 🍎 🪟 🐧 - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`.
- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [![PCDCK/ozon-mcp MCP server](https://glama.ai/mcp/servers/PCDCK/ozon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.
- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [![vitrine3d/mcp MCP server](https://glama.ai/mcp/servers/vitrine3d/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vitrine3d/mcp) 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. `npx @vitrine3d/mcp`
- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [![pepabo/colormeshop-mcp MCP server](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) 🎖️ ☁️ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.
- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [![nicktcode/swissgroceries-mcp MCP server](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via `npx -y @nicktcode/swissgroceries-mcp`.
- [slookisen/lokal](https://github.com/slookisen/lokal) [![slookisen/lokal MCP server](https://glama.ai/mcp/servers/slookisen/lokal/badges/score.svg)](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`.
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [![tokenofesteem/mcp MCP server](https://glama.ai/mcp/servers/tokenofesteem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [![wppoland/woocommerce-mcp MCP server](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server for WordPress + WooCommerce. Five tools over the existing WP/WooCommerce REST APIs: list/search products, product details, recent orders, sales reports (week/month/last_month/year), and public blog-post search. No writes, no store-side plugin to install. Built by WPPoland. Install: `git clone` + `npm run build`.

### 🛒 <a name="e-commerce"></a>E-Commerce

- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [![dearlordylord/voila-sdk MCP server](https://glama.ai/mcp/servers/dearlordylord/voila-sdk/badges/score.svg)](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation via MCP. Search products, inspect discounts, list delivery slots, read cart and order history, and update cart quantities.

### 🌳 <a name="environment-and-nature"></a>Environment & Nature

Provides access to environmental data and nature-related tools, services and information.

- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [![atmospore/atmospore-mcp MCP server](https://glama.ai/mcp/servers/atmospore/atmospore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`.
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [![nalediym/touch-grass MCP server](https://glama.ai/mcp/servers/nalediym/touch-grass/badges/score.svg)](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [![Zhonghao1995/Agentic-MIKE-Plus MCP server](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes.
- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [![Zhonghao1995/agentic-swmm-workflow MCP server](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.

### 📂 <a name="file-systems"></a>File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [![aadilr/changethisfile-mcp MCP server](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in → signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README).
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [![bzsanti/oxidize-python MCP server](https://glama.ai/mcp/servers/bzsanti/oxidize-python/badges/score.svg)](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package — run locally with `uvx oxidize-mcp`.
- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [![risha-max/0xpdf-mcp MCP server](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Schema-first PDF→JSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` · [docs](https://0xpdf.io/docs#mcp) · [playground](https://0xpdf.io/samples)
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [![chisel MCP server](https://glama.ai/mcp/servers/@ckanthony/chisel/badges/score.svg)](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
- [Cohexa-ai/agent-coherence](https://github.com/Cohexa-ai/agent-coherence) [![Cohexa-ai/agent-coherence MCP server](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence/badges/score.svg)](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence) 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified. Install: `uvx --from "agent-coherence[mcp]" stale-write-guard-fs`.
- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [![convertica-net/convertica-mcp MCP server](https://glama.ai/mcp/servers/convertica-net/convertica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDF ⇄ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) — 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`.
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard
- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [![dabito/hledit-mcp MCP server](https://glama.ai/mcp/servers/dabito/hledit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dabito/hledit-mcp) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files.
- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [![dimitar-grigorov/mcp-file-tools MCP server](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools/badges/score.svg)](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) 🏎️ 🏠 🍎 🪟 🐧 - Filesystem server for legacy, non-UTF-8 files. Auto-detects and converts 24 encodings (CP1251, CP1252, ISO-8859-x, KOI8-R/U, GBK/GB18030), keeps each file's original encoding on write, and manages BOM and line endings. Encoding-aware grep, partial reads with offset/limit for large files, and allowed-directory confinement. Single Go binary, no runtime dependencies.
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [![Dissimilis/DirForge MCP server](https://glama.ai/mcp/servers/Dissimilis/DirForge/badges/score.svg)](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [![drolosoft/go-docs-mcp MCP server](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) 🏎️ 🏠 🍎 🐧 - Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [![agent-reader MCP server](https://glama.ai/mcp/servers/ebbfijsf/agent-reader/badges/score.svg)](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) 📇 🏠 🍎 🪟 🐧 - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) 📇 🏠 🍎 🪟 🐧 - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [![ellmos-ai/ellmos-filecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
- [FI-Mihej/text_file_read_and_refactor_mcp](https://github.com/FI-Mihej/text_file_read_and_refactor_mcp) [![text_file_read_and_refactor_mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp) 🐍 🏠 🍎 🪟 🐧 - Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. Tools automatically resolve the file BOM and codepage; edit tools save files with their original encoding and BOM. `uvx text-file-read-and-refactor-mcp`
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [![GuruPDF/gurupdf-mcp MCP server](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) 📇 ☁️ - Convert, compress, merge, split, and OCR PDFs, plus convert between 100+ file formats (Word, Excel, PowerPoint, images, ebooks, video) from any AI agent. Backed by the GuruPDF API; free tier with daily credits, zero-config via `npx gurupdf-mcp`.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
- [ltspace/dowse](https://github.com/ltspace/dowse) [![ltspace/dowse MCP server](https://glama.ai/mcp/servers/@ltspace/dowse/badges/score.svg)](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Windows-native full-disk search over file names, document contents, and OCR'd screenshot text, exposed to AI agents via a read-only local MCP server.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
- [LincolnBurrows2017/filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp) [![filesystem-mcp MCP server](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp) 🐍 🏠 - Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions.
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [![Regan-Milne/obsideo-mcp MCP server](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with continuous cryptographic possession proofs. In-conversation signup (12 GB free), put/get/ls/rm/usage, optional client-side encryption; credentials stay on your machine.
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [![plsreadme MCP server](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme/badges/score.svg)](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
- [colapsis/transfa](https://github.com/colapsis/transfa) [![transfa MCP server](https://glama.ai/mcp/servers/colapsis/transfa/badges/score.svg)](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via `npx -y transfa-mcp`.
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [![UseJunior/safe-docx MCP server](https://glama.ai/mcp/servers/UseJunior/safe-docx/badges/score.svg)](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [![velyan/pdf-card-mcp MCP server](https://glama.ai/mcp/servers/velyan/pdf-card-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Converts local PDFs into source-linked, card-based standalone HTML readers with notes, highlights, and static publishing.
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) 📇 🏠 🍎 🪟 🐧  - MCP server for accessing VS Code/Cursor Local History
- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [![juergenkoller-software/distill-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools.
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [![alebgl77/ftp-deploy-mcp MCP server](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files from AI agents to your own FTP/FTPS/SFTP servers — multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients.

### 💰 <a name="finance--fintech"></a>Finance & Fintech
- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [![Zenidp/solinkify-mcp MCP server](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: let an agent discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage pre-paid balances and subscriptions, and buy datasets or settle store checkouts — 15 tools behind fail-closed spending caps ($1 per payment, $10 per day by default). Non-custodial: payments lock in a program-owned escrow and release 99% to the creator. Listed on the official MCP registry as `com.solinkify/mcp`. `npx -y @solinkify/mcp`
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield) [![ogasurfproject-jpg/horizon-shield MCP server](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield/badges/score.svg)](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Third-party auditor for Japanese construction & renovation estimates; flags overcharge and returns Bitcoin-anchored, verifiable signed receipts (PTKA). Remote MCP, no auth.
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [![atomno-mcp/mcp-fns-calc MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - MCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна 1, юр-риск минимальный
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [![Luminc/peil-mcp MCP server](https://glama.ai/mcp/servers/Luminc/peil-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [![SimonTarara62/capitalcom-mcp-server MCP server](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [![forum-labs/payfetch MCP server](https://glama.ai/mcp/servers/forum-labs/payfetch/badges/score.svg)](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp`
- [polsolbridge/solana-swap-api](https://github.com/polsolbridge/solana-swap-api) [![polsolbridge/solana-swap-api MCP server](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api/badges/score.svg)](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api) 📇 ☁️ - Non-custodial crypto swap over MCP: Solana (Jupiter) + 7 EVM chains (KyberSwap), universal cross-chain router, Solana priority-fee oracle, and Hyperliquid perps. Returns unsigned transactions for your own wallet to sign — no API key, no KYC. Remote at https://swaptitan.net/mcp
- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [![datasaudi-mcp MCP server](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) 🐍 🏠 - Query Saudi economic & social statistics (GDP, inflation, trade, population, real-estate price index) from official GASTAT / DataSaudi, in English or Arabic. Keyless, no database.
- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (`get_balance`, `get_prices`) plus license-gated Pro/Team tools (`get_portfolio`, `prepare_transfer`, `deploy_token`). `npx @wkalidev/multichain-mcp`
- [Nodeflare-app/nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp) [![Nodeflare-app/nodeflare-mcp MCP server](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp) 📇 ☁️ - Pay-per-request JSON-RPC on 23 EVM chains (Ethereum, Base, Arbitrum, plus young chains Robinhood Chain, Plasma, Ink, Zircuit) from independent bare-metal nodes. Free reads with no key; heavy methods (eth_getLogs, trace, debug) via a free API key or x402 USDC pay-per-call on Base/Polygon/Arbitrum. In the official MCP Registry. `npx -y nodeflare-mcp`
- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [![InnarM/blank-invoice-maker-mcp MCP server](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled — review and download a watermark-free PDF. Invoice data stays in the browser. `npx blank-invoice-maker-mcp`
- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [![qinisolabs/bizdays MCP server](https://glama.ai/mcp/servers/qinisolabs/bizdays/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules).
- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [![george-kozlitin/borme-mcp MCP server](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp/badges/score.svg)](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 — incorporations, director changes, insolvencies, capital moves across 52 event kinds. Free hosted endpoint: `https://mcp.bormeapi.com/mcp`.
- [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [![0rkz/byte-mcp-server MCP server](https://glama.ai/mcp/servers/0rkz/byte-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - PayPerByte — per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys.
- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [![Savvly/savvly-mcp MCP server](https://glama.ai/mcp/servers/Savvly/savvly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`.
- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [![ShieldZCash/shieldz-mcp MCP server](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) 📇 ☁️ 🏠 - Keyless, non-custodial crypto payments. Create crypto payment links and tip jars with just a wallet address, no API key, no signup. Funds settle directly to the merchant’s wallet. Remote at https://shieldz.cash/mcp or `npx @shieldz/mcp`.
- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [![eliasfire617/crypto-market-data-mcp MCP server](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Live crypto market data — price, funding rates, open interest, long/short ratio, order book, candles — across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [![Scottcjn/rustchain-mcp MCP server](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) 🐍 ☁️ - MCP server for RustChain blockchain, BoTTube video platform, and Beacon agent messaging. Wallet management, mining queries, bounties, video search/upload, and agent messaging tools. Install via `pip install rustchain-mcp`.
- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [![ocbenji/bitcoinbenji-mcp MCP server](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs — all on a self-hosted solar-powered GPU, no third-party APIs, pay 2–100 sats per call. `npm i -g @bitcoinbenji/mcp`
- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [![Kali123411/k402-mcp MCP server](https://glama.ai/mcp/servers/Kali123411/k402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kali123411/k402-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Agent-payable APIs settled on Kaspa L1: text tools (summarize, schema-guaranteed extract, classify, rewrite), web reading, embeddings + semantic search, live Kaspa chain data, GPU LLM tiers, covenants-as-a-service, and RISC Zero zk proving with cycle-exact quotes. Pay per call in KAS, BTC, LTC, DOGE, BCH, DASH, ETH, or USDC — fractions of a cent, no account or API key. `pip install k402-mcp`
- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [![intelica-mcp MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) 🐍 ☁️ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet — no accounts, no API keys.
- [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [![AMKRS3/keycae-mcp MCP server](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) 📇 ☁️ - Argentine electronic invoicing (facturación electrónica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via `npx keycae-mcp`.
- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [![Logitale/toreador-mcp-server MCP server](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free.
- [infaton/MCP35](https://github.com/infaton/MCP35) [![infaton/MCP35 MCP server](https://glama.ai/mcp/servers/infaton/MCP35/badges/score.svg)](https://glama.ai/mcp/servers/infaton/MCP35) 📇 🏠 - INFATON MCP Server for 1C:Enterprise ERP — 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server for Russian ERP systems. JSON-RPC 2.0 compliant BSL implementation.
- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [![mrslbt/xendit-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/xendit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) 📇 ☁️ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`.
- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [![jiayuanliang0716-max/Arbitova MCP server](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova/badges/score.svg)](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) 📇 ☁️ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full `EscrowV1` contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. `npx @arbitova/mcp-server`
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [![asterpay-mcp-server MCP server](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
- [Apex-Foundation/copilot-mcp](https://github.com/Apex-Foundation/copilot-mcp) [![Apex-Foundation/copilot-mcp MCP server](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit.
- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [![martinhavel/cz-agents-mcp MCP server](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp/badges/score.svg)](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [![frihet-mcp MCP server](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [![Fabio662/yieldagentx402-sdks MCP server](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) 📇 ☁️ - Custody-free, policy-gated, receipt-backed execution layer for AI agents. 16 MCP tools across 18 chains (Base, Ethereum, Bitcoin native, Starknet, NEAR, Solana, Stacks, BNB, Rootstock, Filecoin, Aptos, Sui, TON, Tron, XRPL, Stellar, Algorand). One NEAR MPC key authority signs on EVM and BTC, no private keys held anywhere. ShadeGuard policy enforcement, Intel TDX TEE attestation, HMAC-SHA256 receipts, Filecoin and BTFS anchored. x402 protocol settlement with 0.25 percent protocol fee. Public discovery with no signup needed: call yax_get_capabilities without auth. Instant test key (5 USD cap, 7 day) via POST /api/apply. Install via `npx agentx402-mcp-server`.
- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [![openpulsechain/public MCP server](https://glama.ai/mcp/servers/openpulsechain/public/badges/score.svg)](https://glama.ai/mcp/servers/openpulsechain/public) 📇 ☁️ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`
- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [![sukrutkrdg/x402-bazaar-mcp MCP server](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) 📇 🏠 🍎 🪟 🐧 - The Base token-safety toolkit for agents: the only B20 (Base-native token) freeze/seize/rug suite, plus pre-trade GO/HOLD/STOP gates, honeypot/sellability, wallet + approval audits, sign-guard, prices and Claude-written AI reports. 90+ pay-per-call tools over x402 (USDC on Base), free tier, no API keys. `npx x402-bazaar-mcp`
- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [![0xDegenMo/lighter-mcp MCP server](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver, WTI oil, equity tickers like TSLA/AMZN/ASML) from Claude Desktop, Cursor, Hermes, or any MCP client. Three credential tiers (PUBLIC market data → READ account → TRADE signing), native on-chain stop-loss / take-profit, server-side safety caps (max-quote-USD, slippage, symbol allowlist). `pip install 0xdegenmo-lighter-mcp`.
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
- [AEGISGOVDAO/aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp) [![AEGISGOVDAO/aegisgov-sec-mcp MCP server](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp) 📇 ☁️ - SEC EDGAR data for AI agents via the official data.sec.gov API. Search 10,000+ public companies, retrieve 10-K/10-Q/8-K filings, and access XBRL financial data. Free, no API key required, no third-party dependency.
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) 🎖️ 🐍 ☁️ 🏠 - Access institutional-grade alternative financial data directly in your LLM workflows.
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [![AletaIndex Narrative Intelligence MCP server](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives/badges/score.svg)](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) 🐍 ☁️ 🍎🪟🐧 - Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives, measuring sentiment momentum, and mapping narrative risk across portfolios. Install via Smithery or `uvx narrative-intelligence-mcp`.
- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [![AlexanderLawson17/revettr-python MCP server](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python/badges/score.svg)](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) 🐍 ☁️ - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments. $0.01 USDC per request on Base.
- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin regime detection intelligence — know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data.
- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [![unixlamadev-spec/aiprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [![alforge-labs/alpha-forge-mcp MCP server](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. `uvx alpha-forge-mcp`
- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [![AlvisoOculus/optionsahoy-mcp MCP server](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at `https://optionsahoy.com/mcp` (no auth, no install). Six tools, same engine as the in-browser calculators at [optionsahoy.com/tools](https://optionsahoy.com/tools).
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
- [jorkal-crypto/jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp) [![jorkal-crypto/jorkal-nft-mcp MCP server](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp) 📇 ☁️ - Solana NFT market data from Magic Eden — floor prices, cheapest listings, collection stats, and wallet holdings. Pay-per-call via x402 micropayments (USDC on Base mainnet).
- [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [![arcadia-finance/mcp-server MCP server](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [![aranjan/kite-mcp MCP server](https://glama.ai/mcp/servers/aranjan/kite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
- [atomno-labs/mcp-cbr-rates](https://github.com/atomno-labs/mcp-cbr-rates) [![atomno-labs/mcp-cbr-rates MCP server](https://glama.ai/mcp/servers/atomno-labs/mcp-cbr-rates/badges/score.svg)](https://glama.ai/mcp/servers/atomno-labs/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
- [atomno-labs/mcp-egrul](https://github.com/atomno-labs/mcp-egrul) [![atomno-labs/mcp-egrul MCP server](https://glama.ai/mcp/servers/atomno-labs/mcp-egrul/badges/score.svg)](https://glama.ai/mcp/servers/atomno-labs/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
- [atomno-labs/mcp-fns-check](https://github.com/atomno-labs/mcp-fns-check) [![atomno-labs/mcp-fns-check MCP server](https://glama.ai/mcp/servers/atomno-labs/mcp-fns-check/badges/score.svg)](https://glama.ai/mcp/servers/atomno-labs/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [![jackrain19743/hou-tea-mcp-server MCP server](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, recommend, and    **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [![sol-mcp MCP server](https://glama.ai/mcp/servers/autonsol/sol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [![vatnode/vatnode-mcp MCP server](https://glama.ai/mcp/servers/vatnode/vatnode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - Official MCP server for **EU VAT validation** via the EU Commission's VIES service + offline VAT rates for 45 European countries. Five tools: `validate_vat_number` (live VIES with company name, address, registration date, and optional consultation number for audit), `get_country_vat_rates`, `list_eu_vat_rates`, `check_vat_format`, `list_supported_countries`. Four of five tools work offline without an API key (data bundled via `eu-vat-rates-data`). Open source MIT, every release signed with npm provenance via GitHub Actions OIDC. Install: `npx -y vatnode-mcp`.
- [vdalhambra/axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp) [![axiom-calculator-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators — mortgage payments, compound interest, FIRE retirement number, loan comparison, true credit cost, and debt payoff. 8 tools, zero API keys, works with `uvx axiom-calculator-mcp`.
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [![mcp-azeth MCP server](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth/badges/score.svg)](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) 📇 ☁️ - Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
- [Claynsn/agent-discovery-mcp](https://github.com/Claynsn/agent-discovery-mcp) [![Claynsn/agent-discovery-mcp MCP server](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp) 📇 🏠 🍎 🪟 🐧 - Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API), `get_agent_card`, `call_agent_with_payment` using Coinbase's official `x402-fetch`. Direct EOA signing — no smart account, no bundler, no relay. Works with Claude Code, OpenClaw, Cursor, Cline. USDC on Base/Ethereum + testnets, MIT.
- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [![bakyang2/kr-crypto-intelligence MCP server](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence) 🐍 ☁️ - Korean crypto market data + AI analysis for trading agents. 7 tools: AI market read ($0.10, 9 data sources + Claude AI signal), Kimchi Premium, stablecoin premium, Upbit/Bithumb prices, USD/KRW FX rate. Pay-per-use via x402 on Base/Solana.
- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [![koreanpulse MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [![cuthongthai-vn/vimo-mcp-server MCP server](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [![clicks-protocol/clicks-protocol MCP server](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol/badges/score.svg)](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server`
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [![clawpay-mcp MCP server](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits — no custodial infrastructure, no API keys. Built on Base.
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [![bitcompare/mcp-server MCP server](https://glama.ai/mcp/servers/bitcompare/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at `api.bitcompare.net/mcp` or via `npx @bitcompare/mcp-server`.
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [![jf-cmyk/blocksize-agentic-payments-mcp MCP server](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) 🐍 ☁️ - Read-only Blocksize market-data discovery MCP package. Search instruments, inspect pricing and docs, and build x402 HTTP URLs for paid live data with USDC settlement on Solana and Base.
- [signaltech-org/bolthub-sdk](https://github.com/signaltech-org/bolthub-sdk) [![signaltech-org/bolthub-sdk MCP server](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk/badges/score.svg)](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk) 📇 ☁️ - bolthub API marketplace where agents discover and pay for tools per call over Bitcoin Lightning (L402), with budgets, prepaid credit, scoped delegation, and verifiable receipts.
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [![botindex](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [![bitcoin-mcp MCP server](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [![botwallet-co/mcp MCP server](https://glama.ai/mcp/servers/botwallet-co/mcp/badges/score.svg)](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [![ferinator/bullrun-mcp MCP server](https://glama.ai/mcp/servers/ferinator/bullrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials, and personal portfolio analysis over a remote, OAuth-protected MCP server.
- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [![cahthuranag/mcp-server MCP server](https://glama.ai/mcp/servers/cahthuranag/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier, no key needed for the simple-rate endpoint. Install: `npx @allratestoday/mcp-server`.
- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [![cammac-creator/ibanforge MCP server](https://glama.ai/mcp/servers/cammac-creator/ibanforge/badges/score.svg)](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening for AI agents: IBAN validation + OFAC/EU/UN sanctions screening + Swiss BC-Nummer clearing + SEPA/VoP reachability + risk score. MCP-native (stdio via `npx -y ibanforge-mcp` or Streamable HTTP at `api.ibanforge.com/mcp`). Free tier 200 req/month, pay-per-call USDC (x402) beyond.
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [calintzy/evmscope](https://github.com/calintzy/evmscope) [![calintzy/evmscope MCP server](https://glama.ai/mcp/servers/calintzy/evmscope/badges/score.svg)](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [![chopmob-cloud/AlgoVoi-Platform-Adapters MCP server](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters/badges/score.svg)](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-chain payments, generate MPP/x402/AP2 agent-commerce challenges. Supports USDC + native tokens (ALGO/VOI/HBAR/XLM) on Algorand, VOI, Hedera, and Stellar — mainnet + testnet. Routes through AlgoVoi Cloud for managed payouts. Install: `npx @algovoi/mcp-server` or `uvx algovoi-mcp`.
- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [![chrisbusbin-pixel/propfirmdealfinder-mcp-server MCP server](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) 📇 ☁️ - Aggregates proprietary trading firm discounts, reviews, and affiliate deals across 20+ prop firms. Query live discount codes, compare firms by country, and check featured deals via MCP tools.
- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [![grahammccain/chart-library-mcp MCP server](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp/badges/score.svg)](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) 🐍 ☁️ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [![rug-munch-intelligence MCP server](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) 🐍 ☁️ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [![4dmrkey/cryptopolitan-mcp MCP server](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) ☁️ - Real-time cryptocurrency news, analysis, and price predictions for AI agents. 5 tools to search 50,000+ articles across 12 categories, filter by asset ticker (120+ coins), and access content with built-in attribution. Free with attribution. SSE and Streamable HTTP transport.
- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) 🐍 ☁️ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily.
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [![CoinRithm/coinrithm-agent-trading MCP server](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading/badges/score.svg)](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) 📇 ☁️ - Paper-trade crypto spot, futures & prediction markets on CoinRithm with a user-minted API key (simulated funds, 21 tools, public Agent Arena).
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [![abcxz/conviction-fm MCP server](https://glama.ai/mcp/servers/abcxz/conviction-fm/badges/score.svg)](https://glama.ai/mcp/servers/abcxz/conviction-fm) 📇 ☁️ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
- [connerlambden/helium-mcp](https://github.com/connerlambden/helium-mcp) [![helium-mcp MCP server](https://glama.ai/mcp/servers/connerlambden/helium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/connerlambden/helium-mcp) 📇 ☁️ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed.
- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [![cobroya MCP server](https://glama.ai/mcp/servers/dan1d/cobroya/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/cobroya) 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.
- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [![debitura/Debitura.MCP MCP server](https://glama.ai/mcp/servers/debitura/Debitura.MCP/badges/score.svg)](https://glama.ai/mcp/servers/debitura/Debitura.MCP) 🎖️ 📇 ☁️ - Cross-border debt collection: check case status, read partner messages, get pricing, and submit collection cases handled by vetted local partners in 183 countries.
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [![de-bridge MCP server](https://glama.ai/mcp/servers/@debridge-finance/de-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
- [decksaga/market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp) [![decksaga/market-pulse-mcp MCP server](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp) 📇 ☁️ - Live market data for AI agents — crypto prices, stocks (any ticker), S&P 500/NASDAQ/Dow indices, forex (150+ pairs), trending coins, and Fear & Greed Index. 8 tools, zero API keys, zero cost. Uses CoinGecko, Yahoo Finance, and ExchangeRate API.
- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [![Declan142/calcnook-mcp-server MCP server](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine — income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`.
- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [![deficlow/zipp-mcp MCP server](https://glama.ai/mcp/servers/deficlow/zipp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp).
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [![polymarket-agent-mcp MCP server](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [![OSOJDJD/deeplook MCP server](https://glama.ai/mcp/servers/OSOJDJD/deeplook/badges/score.svg)](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [![dolar-mcp MCP server](https://glama.ai/mcp/servers/dan1d/dolar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [![disin7c9/asset-management MCP server](https://glama.ai/mcp/servers/disin7c9/asset-management/badges/score.svg)](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your own stock/ETF transaction log — drawdown-first risk with bootstrap confidence intervals and walk-forward verdicts, computed by a validated deterministic core and served to the model as read-only tools it reports rather than recomputes; publishes a `portfolio://guarantees` trust manifest.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [![dodopayments/dodo-agent-plugin MCP server](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) 🎖️ 📇 ☁️ - Official Dodo Payments MCP servers — `dodopayments-api` for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and `dodo-knowledge` for semantic search over Dodo Payments documentation.
- [dolphinquant/echolon](https://github.com/dolphinquant/echolon) [![dolphinquant/echolon MCP server](https://glama.ai/mcp/servers/dolphinquant/echolon/badges/score.svg)](https://glama.ai/mcp/servers/dolphinquant/echolon) 🐍 🏠 🍎 🪟 🐧 - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. `pip install echolon` then `claude mcp add -s user echolon -- echolon-mcp`. 
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [![mcp-server-insumer MCP server](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer/badges/score.svg)](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) 📇 ☁️ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [![mood-booster-agent MCP server](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent/badges/score.svg)](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) 📇 ☁️ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
- [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) [![EmblemCompany/Agent-skills MCP server](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills/badges/score.svg)](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) 🎖️ 📇 ☁️ - 200+ crypto tools for AI agents across 7 blockchains (Solana, Ethereum, Base, BSC, Polygon, Hedera, Bitcoin). Swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges, and market intelligence. Hosted MCP at `https://emblemvault.ai/api/mcp` with OAuth 2.0 + PKCE for one-line install in Claude Code, Cursor, Windsurf, and any MCP-compatible client. API key and x402 per-tool-call micropayments also supported.
- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [![equivault/equivault-mcp MCP server](https://glama.ai/mcp/servers/equivault/equivault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equivault/equivault-mcp) 🎖️ 📇 ☁️ - Official [EquiVault](https://equivault.ai) MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements, ratios & metrics, stock quotes, screening, peer comparison, investment narrative, guidance tracking, segments, capital allocation, insider transactions, earnings quality, signals intelligence, alerts, briefs, portfolio analytics, and more. Tier-aware with graceful upgrade prompts. Install via `npx equivault-mcp`.
- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [![AiAgentKarl/solana-mcp-server MCP server](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) 🐍 🏠 - Solana blockchain data for AI agents — wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection).
- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [![ExpertVagabond/solana-mcp-server MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) 📇 ☁️ - 25 tools for Solana blockchain — wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet).
- [haiiibin/acb-tax-mcp](https://github.com/haiiibin/acb-tax-mcp) [![haiiibin/acb-tax-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp) 🐍 🏠 🍎 🪟 🐧 - Canadian adjusted cost base (ACB) and capital gains from a trade history: average-cost tracking, per-disposition realized gains, and superficial-loss detection. Pure Python, runs locally, a calculation aid (not tax advice). `pip install acb-tax-mcp`.
- [Handshake58/DRAIN-marketplace](https://github.com/Handshake58/DRAIN-marketplace) 📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [![Haiku-Trading/haiku-mcp-server MCP server](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) 📇 ☁️ - DeFi execution MCP server — swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server`
- [Hashlock-Tech/hashlock-mcp](https://github.com/Hashlock-Tech/hashlock-mcp) [![Hashlock-Tech/hashlock-mcp MCP server](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp) 📇 ☁️ - Cross-chain OTC trading via sealed-bid RFQ + HTLC atomic settlement. Six tools for AI agents to swap ETH, BTC, and SUI without bridges, custodians, or information leakage. Hosted at `hashlock.markets/mcp` or local stdio via `@hashlock-tech/mcp`.
- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [![hifriendbot/agentwallet-mcp MCP server](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) 📇 ☁️ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys — agents pay with USDC.
- [hernaninverso/eleata-einvoice-mcp](https://github.com/hernaninverso/eleata-einvoice-mcp) [![hernaninverso/eleata-einvoice-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp) 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes for AI agents. 3 tools: validate_einvoice, list_formats, explain_error_code. Install with `npx -y eleata-einvoice-mcp`.
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
- [evan-moon/firma](https://github.com/evan-moon/firma) [![evan-moon/firma MCP server](https://glama.ai/mcp/servers/evan-moon/firma/badges/score.svg)](https://glama.ai/mcp/servers/evan-moon/firma) 📇 🏠 🍎 🪟 🐧 - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`.
- [everstake/mcp](https://github.com/everstake/mcp) [![everstake/mcp MCP server](https://glama.ai/mcp/servers/everstake/mcp/badges/score.svg)](https://glama.ai/mcp/servers/everstake/mcp) 🎖️ ☁️ - An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking.
- [FalsifyLab/falsifylab-alpha-mcp](https://github.com/FalsifyLab/falsifylab-alpha-mcp) [![FalsifyLab/falsifylab-alpha-mcp MCP server](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp) 🐍 ☁️ - 9 MCP tools surfacing FalsifyLab public-market research data: DeFi yield farms (emissions-stripped APY), Hyperliquid vault leaderboard, SEC Form 4 insider buy clusters, material 8-K filings, macro tape (SPX/VIX/UST/DXY/GOLD/BTC/ETH), US spot crypto ETF flows, airdrop yield-gap detection, Polymarket whale positions, and confluence_today (cross-source signal alignment). Free tier requires no signup. Pro $19/mo for real-time + 100 results + 90d history. Install: `pip install falsifylab-alpha-mcp`.
- [Fan Token Intel MCP](https://github.com/BrunoPessoa22/chiliz-marketing-intel) 🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
- [fdcommercial/property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp) [![fdcommercial/property-finance-mcp MCP server](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp) 📇 ☁️ 🏠 - UK property finance calculators: bridging cost (rolled-up / retained / serviced), development appraisal (LTC, LTGDV, viability), BTL stress test (125%, 145%, 170% ICR), and UK stamp duty (SDLT, LBTT, LTT). Built by [FD Commercial](https://www.fdcommercial.co.uk), a specialist UK property finance broker. Install via `npx -y @fdcommercial/property-finance-mcp` or call the hosted endpoint.
- [fernsugi/x402-api-server](https://github.com/fernsugi/x402-api-server/tree/main/mcp-server) [![x402-api MCP server](https://glama.ai/mcp/servers/fernsugi/x402-api/badges/score.svg)](https://glama.ai/mcp/servers/fernsugi/x402-api) 📇 ☁️ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed.
- [felippeyann/agentfi](https://github.com/felippeyann/agentfi) [![felippeyann/agentfi MCP server](https://glama.ai/mcp/servers/felippeyann/agentfi/badges/score.svg)](https://glama.ai/mcp/servers/felippeyann/agentfi) 📇 ☁️ 🏠 - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hosted.
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [![fec-mcp-server MCP server](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) 📇 ☁️ - Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
- [fernikolic/clawdentials](https://github.com/fernikolic/clawdentials) 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
- [financialdatanet/mcp-server](https://github.com/financialdatanet/mcp-server) 🐍 🏠 🪟 🐧 - [FinancialData.Net](https://financialdata.net/) MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.
- [finlynq/finlynq](https://github.com/finlynq/finlynq) [![finlynq/finlynq MCP server](https://glama.ai/mcp/servers/finlynq/finlynq/badges/score.svg)](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open-source personal finance app with a first-party MCP server (54 HTTP / 89 stdio tools). Track and query income, expenses, budgets, investments, loans, subscriptions, and goals from any MCP client. OAuth 2.1 + DCR for hosted access, stdio for local. Per-user encryption at rest. Self-host with Docker + PostgreSQL or use the managed cloud.
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [![flox MCP server](https://glama.ai/mcp/servers/FLOX-Foundation/flox/badges/score.svg)](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [![Fund-z/fundzwatch-mcp MCP server](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence.
- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [![gabrielmahia/mpesa-mcp MCP server](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) 🐍 ☁️ - First MCP server for M-PESA (Safaricom Daraja API) — STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. `pip install mpesa-mcp`.
- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [![gblinproject/GBLIN-MCP MCP server](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) 📇 ☁️ - Treasury standard for AI agents on Base mainnet. Park idle USDC in a cbBTC/WETH index with Crash Shield protection, JIT-swap to USDC for x402 invoice payments.
- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
- [GeiserX/cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp) [![GeiserX/cashpilot-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for CashPilot bandwidth-sharing dashboards. Monitor passive income, DePIN earnings, and container status across multiple sharing services. Docker image available.
- [giskard09/argentum-core](https://github.com/giskard09/argentum-core) [![giskard09/argentum-core MCP server](https://glama.ai/mcp/servers/giskard09/argentum-core/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/argentum-core) 🐍 🏠 - Karma economy for AI agents and humans. Submit good actions, get community attestations, earn on-chain reputation on Arbitrum. 5 MCP tools: submit_action, attest_action, get_karma, get_action_detail, get_leaderboard. Karma-weighted verification, slashing, and Kleros dispute resolution.
- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
- [cryptobriefing/gloria-mcp](https://github.com/cryptobriefing/gloria-mcp) [![cryptobriefing/gloria-mcp MCP server](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp) 🎖️ 🐍 ☁️ - AI-curated crypto news intelligence for agents. Real-time headlines with sentiment analysis, AI-generated recaps, keyword search, and ticker summaries across 16 categories including Bitcoin, Ethereum, DeFi, and AI.
- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [![CryptoGuardClient MCP server](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient/badges/score.svg)](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) 🐍 ☁️ - Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. `pip install CryptoGuardClient`
- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [![sodax-builders-mcp MCP server](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [![intelligence-mcp MCP server](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) 📇 ☁️ - Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored opportunities with recommended actions. Free protocol comparison + paid scan via x402 USDC.
- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [![openttt-mcp MCP server](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) 📇 ☁️ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
- [DIALLOUBE-RESEARCH/hypernatt-terminal](https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal) [![DIALLOUBE-RESEARCH/hypernatt-terminal MCP server](https://glama.ai/mcp/servers/DIALLOUBE-RESEARCH/hypernatt-terminal/badges/score.svg)](https://glama.ai/mcp/servers/DIALLOUBE-RESEARCH/hypernatt-terminal) 📇 ☁️ - BTC Decision Terminal for AI Agents — live vault-backed signals, on-chain proof, cross-chain swap. MCP server hosted at https://hypernatt.com/mcp/protocol. Verify in real time. Mimo BTC/USDC vault on Hyperliquid. 11 MCP tools: free manifest + Li.Fi swap + NDAT; paid Decision Core via x402 $0.01 USDC on Base. Quickstart: https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal/blob/main/docs/quickstart.md · Stats: https://hypernatt.com/stats
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
- [hypeprinter007-stack/signalfuse-mcp](https://github.com/hypeprinter007-stack/signalfuse-mcp) [![hypeprinter007-stack/signalfuse-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp) 📇 ☁️ - 11 tools for AI trading agents: fused crypto signals (10 assets), sentiment, macro regime, live strategy arena (4 strategies × 4 assets), fused web search (Brave + Tavily), and sandboxed code execution (E2B). Pay-per-call USDC on Base via x402. Free browser playground at [signalfuse.co/play](https://signalfuse.co/play) — 25 calls/day, no wallet. `npx -y signalfuse-mcp`
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [![perp-cli MCP server](https://glama.ai/mcp/servers/hypurrquant/perp-cli/badges/score.svg)](https://glama.ai/mcp/servers/hypurrquant/perp-cli) 📇 ☁️ 🏠 🍎 🪟 🐧 - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [![sentien-labs/verdictswarm-mcp MCP server](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) 📇 🏠 - Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots, holder concentration, and wash trading through adversarial consensus.
- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [![horustechltd/horus-flow-mcp MCP server](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) 🐍 ☁️ - Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha.
- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [![Hovsteder/powersun-tron-mcp MCP server](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) 📇 ☁️ - TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
- [hypeprinter007-stack/anchor-x402-mcp](https://github.com/hypeprinter007-stack/anchor-x402-mcp) [![hypeprinter007-stack/anchor-x402-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp) 📇 ☁️ - 16 paid wallet & utility tools on Base + Solana. 9 commodity primitives — OFAC sanctions screen, bundled wallet intel (balances + activity + identity + sanctions in one call), dual-chain hash anchoring, signed decision attestations, mainnet tx + calldata decode, ENS + Bonfida SNS resolve, USD prices, datetime parse. Plus an async due-diligence investigator (`/v1/investigate`, $7.77, signed markdown report + dual-chain anchor), a verifiable signed RNG (`/v1/roll`), and 5 universal LLM endpoints — roast, yes/no oracle with on-chain anchored verdict (Base + Solana), TL;DR (URL or text), aura read (color + tier + score), academic grade. Pay-per-call USDC via x402, no API keys, no accounts. Also runs a free hosted chatbot at chat.anchor-x402.com.
- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [![ignaciohermosillacornejo/copilot-money-mcp MCP server](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) 📇 🏠 ☁️ 🍎 - Read and manage [Copilot Money](https://copilot.money) personal finance data — 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (`--write`) go directly to Copilot's GraphQL API.
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [![indigo-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) 📇 ☁️ 🏠 - MCP server for Indigo Protocol on Cardano — iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [![cardano-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) 📇 ☁️ 🏠 - Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [![invinoveritas MCP server](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas/badges/score.svg)](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) 📇 ☁️ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp`
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
- [JhiNResH/maiat-protocol](https://github.com/JhiNResH/maiat-protocol) [![JhiNResH/maiat-protocol MCP server](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol/badges/score.svg)](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol) 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at `https://app.maiat.io/api/mcp`.
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [![ict1p5dlrr MCP server](https://glama.ai/mcp/servers/ict1p5dlrr/badges/score.svg)](https://glama.ai/mcp/servers/ict1p5dlrr) 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [![JosueM1109/personal-finance-mcp MCP server](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) 🐍 ☁️ 🏠 - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [![djd-agent-score-mcp MCP server](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [![shikamaru MCP server](https://glama.ai/mcp/servers/JayOfemi/shikamaru/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/shikamaru) 📇 🏠 - Deterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI guessing your interest math.
- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [![keel-trade/keel-trade MCP server](https://glama.ai/mcp/servers/keel-trade/keel-trade/badges/score.svg)](https://glama.ai/mcp/servers/keel-trade/keel-trade) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest, and automate Hyperliquid trading strategies. Typed strategy composition, deterministic backtests on real Hyperliquid funding + price history, opt-in live execution with bit-for-bit backtest-to-live parity.
- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [![kinance/circle-agent-stack-mcp MCP server](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) 📇 ☁️ - Circle Agent Stack for AI agents: create USDC wallets, set spend policies, send stablecoin, and pay x402-gated endpoints. Wraps the Circle CLI so auth stays out of the server. Six tools. `npx circle-agent-stack-mcp`
- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [![krystiangw/agenticpay MCP server](https://glama.ai/mcp/servers/krystiangw/agenticpay/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/agenticpay) 📇 ☁️ 🏠 - Open-source x402 micropayments stack for MCP. Pay-per-tool-call USDC settlement on Solana via the first open-source self-hostable facilitator (no x402.org dependency). Includes TypeScript SDK, CLI, paywall middleware, hosted devnet endpoint, and a live Claude Opus demo. `npm install @agenticpay/sdk`
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) 🐍 ☁️ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ -  An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ -  Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.
- [kukapay/bridge-metrics-mcp](https://github.com/kukapay/bridge-metrics-mcp) 📇 ☁️ - Providing real-time cross-chain bridge metrics.
- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ -  Providing real-time access to Chainlink's decentralized on-chain price feeds.
- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ -  An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens.
- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ -  Providing real-time access to the latest news from Cointelegraph.
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ -  Providing real-time and historical Crypto Fear & Greed Index data.
- [kukapay/crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp) 🐍 ☁️ -  Providing AI agents with structured, real-time data on cryptocurrency investment funds.
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
- [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
- [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) 🐍 ☁️ - Analyzing order book depth and imbalance across major crypto exchanges.
- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) 🐍 ☁️ -  Tracking stablecoin peg integrity across multiple blockchains.
- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
- [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) 🐍 ☁️ - Providing cryptocurrency project data from Mobula.io to AI agents.
- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- [kukapay/crypto-stocks-mcp](https://github.com/kukapay/crypto-stocks-mcp) 🐍 ☁️ - An MCP server that tracks real-time data for major crypto-related stocks.
- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [![LamboPoewert/mcp-server-madeonsol MCP server](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol/badges/score.svg)](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) 📇 ☁️ - Real-time Solana memecoin intelligence — 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested ≥3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: `npx -y smithery mcp add madeonsol/solana-kol-intelligence`.
- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [![LightSpeedPlusOne/invovate-mcp-server MCP server](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals.
- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [![27dream/mcp-eastmoney MCP server](https://glama.ai/mcp/servers/27dream/mcp-eastmoney/badges/score.svg)](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share stock market MCP server — real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: `get_stock_quote`, `search_stock`, `main_fund_rank`, `sector_fund_flow`, `get_kline`. Install: `uvx mcp-eastmoney` or `pip install mcp-eastmoney`.
- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [![make-software/cspr-trade-mcp MCP server](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally — private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
- [kukapay/dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp) 🐍 ☁️ - An MCP server that provides AI agents with real-time access to DEX liquidity pool data.
- [kukapay/dexscreener-trending-mcp](https://github.com/kukapay/dexscreener-trending-mcp) 📇 ☁️ - Provides real-time trending tokens from DexScreener.
- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ -  A mcp server that bridges Dune Analytics data to AI agents.
- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ -  Delivering crypto ETF flow data to power AI agents' decision-making.
- [kukapay/ethereum-validator-queue-mcp](https://github.com/kukapay/ethereum-validator-queue-mcp) 🐍 ☁️ -  An MCP server that tracks Ethereum’s validator activation and exit queues in real time.
- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges.
- [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) 🐍 ☁️ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics.
- [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) 🐍 ☁️ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million.
- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ -  An MCP server that tracks newly created pools on Pancake Swap.
- [kukapay/polymarket-predictions-mcp](https://github.com/kukapay/polymarket-predictions-mcp) 🐍 ☁️ - An MCP server that delivers real-time market odds from Polymarket.
- [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) 🐍 ☁️ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.
- [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) 🐍 ☁️ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).
- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
- [kukapay/stargate-bridge-mcp](https://github.com/kukapay/stargate-bridge-mcp) 📇 ☁️ - An MCP server that enables cross-chain token transfers via the Stargate protocol.
- [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) 📇 ☁️ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain.
- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ -  An MCP server that powers AI agents with indexed blockchain data from The Graph.
- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ -  An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
- [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames.
- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ -  An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) 📇 ☁️ -  An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ -  An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains.
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ -  An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ -  An MCP server that provides AI agents with real-time access to curated Web3 jobs.
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ -  A mcp server for tracking cryptocurrency whale transactions.
- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [![Liquidiction/liquidiction-mcp MCP server](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data. 10 tools for odds, orderbooks, candles, trades, and portfolio positions. First MCP server for on-chain prediction markets. No API keys required.
- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [![Frontier-Compute/zcash-mcp MCP server](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) 📇 ☁️ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification.
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [![trading212-mcp-server MCP server](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [![kindrat86/mcp-deal-flow-signal MCP server](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal/badges/score.svg)](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) 📇 ☁️ - VC deal flow signals from GitHub engineering activity. Tracks startup commit velocity, contributor growth, and repo expansion across 20 sectors for seed and Series A investors. No API key required. Install: `npx @gitdealflow/mcp-signal`.
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [![lightningfaucet/lightning-wallet-mcp MCP server](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) 📇 ☁️ - Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface.
- [likidodefi/riskstate-mcp](https://github.com/likidodefi/riskstate-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH. [![likidodefi/riskstate-mcp MCP server](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp)
- [unixlamadev-spec/lightningprox-mcp](https://github.com/unixlamadev-spec/lightningprox-mcp) [![unixlamadev-spec/lightningprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp) 📇 🏎️ - MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning. Supports vision/multimodal.
- [unixlamadev-spec/lpxpoly-mcp](https://github.com/unixlamadev-spec/lpxpoly-mcp) [![unixlamadev-spec/lpxpoly-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp) 📇 ☁️ — Polymarket prediction market analysis via LightningProx. Find mispriced markets, analyze specific markets, get top markets by volume. Pay per request with Bitcoin Lightning spend tokens.
- [untitledfinancial/dpx-mcp](https://github.com/untitledfinancial/dpx-mcp) [![untitledfinancial/dpx-mcp MCP server](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp) 📇 ☁️ - Settlement protocol MCP server for institutional cross-border USDC transactions on Base mainnet. 14 tools: 10-source Stability Oracle (macro, FX, ESG, climate, supply chain, earth systems), ESG scoring with 6 institutional providers, FX quotes, Verification of Payee, and USDC settlement execution. x402 pay-per-call intelligence. MiCA-aligned, GENIUS Act compatible. `npx @untitledfinancial/dpx-mcp`
- [lnbits/LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server) - Am MCP server for LNbits Lightning Network wallet integration.
- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟  - FIX Protocol (send orders, market data, etc.) written in TypeScript.
- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [![longbridge/longbridge-mcp MCP server](https://glama.ai/mcp/servers/longbridge/longbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) 🎖️ 🦀 ☁️ - Official Longbridge brokerage MCP — 110 tools for US/HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans, portfolio analytics and community sharelists. Hosted at `https://openapi.longbridge.com/mcp` with OAuth 2.1 via RFC 9728.
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [![makeev/alphai-mcp MCP server](https://glama.ai/mcp/servers/makeev/alphai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [![crypto-signals-mcp MCP server](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [![tresor4k/macalc-mcp MCP server](https://glama.ai/mcp/servers/tresor4k/macalc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - The most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key.
- [mbrassey/solentic](https://github.com/mbrassey/solentic) [![solentic MCP server](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic/badges/score.svg)](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic) 📇 ☁️ - Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator.
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
- [MeshLedger/MeshLedger](https://github.com/MeshLedger/MeshLedger) [![MeshLedger/MeshLedger MCP server](https://glama.ai/mcp/servers/MeshLedger/MeshLedger/badges/score.svg)](https://glama.ai/mcp/servers/MeshLedger/MeshLedger) 📇 ☁️ - AI-to-AI marketplace with on-chain escrow
- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [![jacksun911/megalaunch-mcp MCP server](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) 📇 ☁️ - AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-generated art, bundled buys, and Jito-powered MEV protection. Supports Basic and Premium packages.
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 -  A ledger-cli integration for managing financial transactions and generating reports.
- [mission69b/t2000](https://github.com/mission69b/t2000) [![mission69b/t2000 MCP server](https://glama.ai/mcp/servers/mission69b/t2000/badges/score.svg)](https://glama.ai/mcp/servers/mission69b/t2000) 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization across NAVI, Suilend, and Cetus.
- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [![mmxrealQQ/bobai-buyburn MCP server](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn/badges/score.svg)](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) 🎖️ 📇 ☁️ - Live verifiable on-chain data for the $BOBAI token on BNB Chain — price computed from pair reserves × Chainlink (no price API), liquidity depth with LP-burn proof, buyback-and-burn audit trail, fee-on-transfer-safe trade params, and an earnable NFT buy-drop. 13 read-only tools + 2 guided prompts, no API key. Remote HTTP MCP at `https://brainonbnb.com/mcp` with a plain-REST mirror.
- [mohamedkuch/utilia-solana-agent](https://github.com/mohamedkuch/utilia-solana-agent) [![mohamedkuch/utilia-solana-agent MCP server](https://glama.ai/mcp/servers/mohamedkuch/utilia-solana-agent/badges/score.svg)](https://glama.ai/mcp/servers/mohamedkuch/utilia-solana-agent) 📇 ☁️ 🍎 🪟 🐧 - Read-only Solana transaction preflight and agent media tools: live priority fees, simulation, failure diagnosis, token-risk evidence, PDF-to-Markdown, and audio normalization. No API key; remote MCP calls use x402 USDC on Solana ($0.002–$0.01/call). Install via `npx -y utilia-solana-agent@0.5.7` or use remote MCP at `https://api.utilia.ink/mcp`.
- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [![oath-score MCP server](https://glama.ai/mcp/servers/moxiespirit/oath-score/badges/score.svg)](https://glama.ai/mcp/servers/moxiespirit/oath-score) 🐍 ☁️ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [![binance](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) 🐍 ☁️ - MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration.
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data for AI agents — ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [![nexusforge-tools/mcp-eu-finance MCP server](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance/badges/score.svg)](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [![clickup-cli MCP server](https://glama.ai/mcp/servers/nicholasbester/clickup-cli/badges/score.svg)](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [![0x-devc/novai-mcp-server MCP server](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths.
- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [![noblabs/lit-forge-mcp MCP server](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.
- [nonameuserd/paybond-kit](https://github.com/nonameuserd/paybond-kit) [![nonameuserd/paybond-kit MCP server](https://glama.ai/mcp/servers/nonameuserd/paybond-kit/badges/score.svg)](https://glama.ai/mcp/servers/nonameuserd/paybond-kit) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound MCP server for agent spend authorization, policy guardrails, evidence, escrow settlement, and portable receipts. Sandbox bootstrap, spend intents, and completion validation for Cursor and Claude Code. TypeScript: `npx -p @paybond/kit paybond login` then `npx -y -p @paybond/kit paybond-mcp-server`. Python: `pip install paybond-kit` then `paybond-kit-login` and `paybond-mcp-server`. [Docs](https://paybond.ai/docs/kit/mcp-server).
- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [![none298-dotcom/mylinedchart-mcp-chart-context MCP server](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context/badges/score.svg)](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Read-only MCP server exposing your live MyLinedChart desktop chart context (symbol, candles, drawings, indicators, IBKR status) to local AI agents. Local, private, read-only.
- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [![ntriq-agentshop MCP server](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop/badges/score.svg)](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) 📇 ☁️ 🍎 🪟 🐧 - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base — no API keys. 6 endpoints from $0.01.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [![mcp-client MCP server](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client/badges/score.svg)](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
- [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
- [OilpriceAPI/mcp-server](https://github.com/OilpriceAPI/mcp-server) [![OilpriceAPI/mcp-server MCP server](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server) 🎖️ 📇 ☁️ - Real-time oil, gas & commodity prices — spot, history, futures curves, price alerts and market briefs for Brent, WTI, natural gas, diesel, jet fuel and 70+ more. Works keyless in demo mode.
- [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [![omni-fun-mcp-server MCP server](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) 📇 ☁️ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme — earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [![profitspot-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) 🐍 ☁️ - Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`.
- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [![openaccountants/openaccountants MCP server](https://glama.ai/mcp/servers/openaccountants/openaccountants/badges/score.svg)](https://glama.ai/mcp/servers/openaccountants/openaccountants) 📇 ☁️ - Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`.
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️  - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 -  A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [![orcalayer/orcalayer-mcp MCP server](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) 🐍 ☁️ - Polymarket whale tracking & smart-money analytics. Filtered leaderboard (airdrop-farmers excluded), hedge detection, NegRisk correction, and Ukraine territorial markets with ISW frontline overlay.
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [![partymola/monzo-mcp MCP server](https://glama.ai/mcp/servers/partymola/monzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/monzo-mcp) 🐍 ☁️ 🏠 - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [![payclaw-mcp MCP server](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [![mikusnuz/pexbot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) 📇 ☁️ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. `npx -y @pexbot/mcp`
- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [![graph-aave-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - AAVE V2/V3 lending protocol data across 7 chains via The Graph — reserves, user positions, health factors, liquidations, flash loans, and governance.
- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [![graph-polymarket-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) 📇 ☁️ - Polymarket prediction market data via The Graph — markets, positions, orders, user activity, and real-time odds.
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [![spraay-x402-mcp MCP server](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ -  An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [![PostOakLabs/ainumbers-mcp-apps MCP server](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - 420+ deterministic fintech tools — agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison, and MCP dev tooling (tool-definition linter, server.json validator, OAuth auditor, readiness scorecard) — with 15 flagship tools rendered as interactive MCP Apps widgets. Remote streamable HTTP, read-only, no auth, zero PII.
- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [![predictionmarketspicks/mcp MCP server](https://glama.ai/mcp/servers/predictionmarketspicks/mcp/badges/score.svg)](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools + an NFL fantasy draft assistant for AI agents — Kalshi & Polymarket EV, edge, ADP. 22 tools: expected value, Kelly sizing, Bayesian updating, odds conversion, base-rate gaps and a same-game combo builder, plus a full fantasy draft board (ADP, best-available, player outlook, sleepers) — all free, no key. Pro adds cross-platform gap scanning, macro pulse, commodity and NFL edge models, and live edge alerts. Remote Streamable HTTP at `https://predictionmarketspicks.com/api/mcp/mcp` — nothing to install.
- [PreReason/mcp](https://github.com/PreReason/mcp) [![prereason-mcp MCP server](https://glama.ai/mcp/servers/PreReason/mcp/badges/score.svg)](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Pre-reasoned Bitcoin and macro market briefings with trend signals, confidence scores, and regime classification. 17 briefings covering BTC, Fed balance sheet, M2, Treasury yields, and cross-asset correlations.
- [pricepertoken/mcp-server](https://pricepertoken.com/mcp) 📇 ☁️ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ -  Bitget API to fetch cryptocurrency price.
- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [![pythia-the-oracle/pythia-oracle-mcp MCP server](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp) 🐍 ☁️ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, Volatility) for 22 tokens via Chainlink oracle. 484 indicator feeds, 4 timeframes, free trial faucet.
- [piquesignal/piquesignal-mcp](https://github.com/piquesignal/piquesignal-mcp) [![piquesignal/piquesignal-mcp MCP server](https://glama.ai/mcp/servers/piquesignal/piquesignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/piquesignal/piquesignal-mcp) 📇 ☁️ - Solana memecoin Flash Point alerts with conviction scoring, safety profiles, and market data. Paper trade with a built-in risk engine. 6 tools: signals, paper buy/sell, positions, portfolio, price.
- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [![openmm-mcp MCP server](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) 📇 ☁️ - AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, and liquidity management
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
- [QuantOracledev/quantoracle](https://github.com/QuantOracledev/quantoracle) [![QuantOracledev/quantoracle MCP server](https://glama.ai/mcp/servers/QuantOracledev/quantoracle/badges/score.svg)](https://glama.ai/mcp/servers/QuantOracledev/quantoracle) 📇 ☁️ - 63 deterministic quant finance tools for AI agents — options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi, and FX/macro. 1,000 free calls/day, no API key.
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
- [QuantToGo/quanttogo-mcp](https://github.com/QuantToGo/quanttogo-mcp) [![quanttogo-mcp MCP server](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp) 📇 ☁️ – Macro-factor quantitative trading signals for AI agents. 8 tools for strategy discovery, live signal retrieval, and self-service trial registration. Covers US and A-Share markets with forward-tracked performance.
- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [![lightning-enable-mcp MCP server](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets.
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
- [rascal-3/chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp) [![rascal-3/chainanalyzer-mcp MCP server](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detection rules, ML anomaly scoring, and Neo4j graph analysis across Bitcoin, Ethereum, Polygon, Avalanche, and Solana. Pay-per-request via x402 USDC on Base or Solana ($0.003–$0.05). `npx chainanalyzer-mcp`.
- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [![romanshumy/llm-prices-data MCP server](https://glama.ai/mcp/servers/romanshumy/llm-prices-data/badges/score.svg)](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API pricing from modelpricewatch.com — current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index across 150+ models from 20+ providers, re-verified daily against official provider pages. No API key required. `npx -y @modelpricewatch/mcp`
- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [![vdmeu/registrum-mcp MCP server](https://glama.ai/mcp/servers/vdmeu/registrum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API — search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [![sachinuppal/modelcostsaver MCP server](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver/badges/score.svg)](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate/predict request cost, select the cheapest capable model, compare models, list pricing, and optimize requests. 7 tools, no API keys, runs via npx @workswarm/modelcostsaver.
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [![sapph1re/findata-mcp MCP server](https://glama.ai/mcp/servers/sapph1re/findata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/findata-mcp) 🐍 ☁️ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required.
- [sailorpepe/undesirables-mcp-server](https://github.com/sailorpepe/undesirables-mcp-server) [![sailorpepe/undesirables-mcp-server MCP server](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server) 🐍 🏠 ☁️ 🍎 🪟 🐧 - TCG collectibles + AI agent intelligence. 35+ tools: Vision AI card grading (PSA/Beckett prediction), Monte Carlo price simulation (Heston/Merton/Kou), AI music generation, local image generation (FLUX), TTS, RAG memory, SAST security auditing, and x402 Oracle API. 370K+ indexed products across 25 games. Install via `pip install undesirables-mcp-server`.
- [scjang01/tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp) [![scjang01/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp) 📇 ☁️ - Toss Securities (토스증권) Open API MCP server. Real-time quotes, orderbook, candles, holdings, buying power, and order management (create/modify/cancel).
- [seaworthy-io/seaworthy-mcp](https://github.com/seaworthy-io/seaworthy-mcp) [![seaworthy-io/seaworthy-mcp MCP server](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp) 📇 ☁️ - Disability insurance brokerage: submit a quote request on a user’s behalf, plus carrier comparison and coverage research tools. By Seaworthy Insurance Agency.
- [Setell-AI/setell-mcp](https://github.com/Setell-AI/setell-mcp) [![Setell-AI/setell-mcp MCP server](https://glama.ai/mcp/servers/Setell-AI/setell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Setell-AI/setell-mcp) 📇 🏠 - Vertical quote-to-cash agent for service businesses (machine shops, contractors, HVAC). Drive jobs, quotes, customer memory, pricing signal, follow-ups, and confirmed sends from Claude Code, Claude.ai, ChatGPT, or any MCP-aware agent. 25 tools, 6 resources, 8 prompts. `npx -y @setell/mcp`.
- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [![ShipItAndPray/mcp-market-data MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies.
- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [![ShinyDapps/l402-kit MCP server](https://glama.ai/mcp/servers/ShinyDapps/l402-kit/badges/score.svg)](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp`
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [![lmwharton/sieve-mcp MCP server](https://glama.ai/mcp/servers/lmwharton/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [![bcb-br-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic data — 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [![signal8ai/signal8-mcp MCP server](https://glama.ai/mcp/servers/signal8ai/signal8-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) ownership, dilution-risk scoring, congressional & executive (STOCK Act) trades, FEC campaign finance, SEC filing search, compliance monitoring, and a dilution-aware stock screener. 86 tools over live Signal8 data.
- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [![smythmyke/govtoolspro-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Workflow tools for US federal contractors — go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data.
- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) 📇 ☁️ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
- [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [![sophymarine/openregistry MCP server](https://glama.ai/mcp/servers/sophymarine/openregistry/badges/score.svg)](https://glama.ai/mcp/servers/sophymarine/openregistry) 🎖️ ☁️ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` — OAuth 2.1, streamable HTTP, free anonymous tier.
- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [![simplefunctions-cli MCP server](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli/badges/score.svg)](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) 📇 ☁️ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities — no API key needed.
- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [![subsquid-labs/portal-mcp-server MCP server](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via the SQD Portal API; hosted Streamable HTTP endpoint or local stdio.
- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [![cityparity MCP server](https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP.
- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [![SupplyMaven-SCR/supplymaven-mcp-server MCP server](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [![supra126/taiwan-payroll MCP server](https://glama.ai/mcp/servers/supra126/taiwan-payroll/badges/score.svg)](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data.
- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [![systemr-python MCP server](https://glama.ai/mcp/servers/System-R-AI/systemr-python/badges/score.svg)](https://glama.ai/mcp/servers/System-R-AI/systemr-python) 🐍 ☁️ - Trading OS for AI agents — 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [![recon-crypto-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) 📇 🏠 - Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer), surfaces health-factor alerts and protocol risk scores, then prepares unsigned transactions (supply, borrow, repay, withdraw, stake, send, LiFi swap/bridge) signed on Ledger via WalletConnect — private keys never leave the hardware wallet.
- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [![tamasPetki/HeadlessTracker MCP server](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker/badges/score.svg)](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM and Solana wallets, and Polymarket. Read-only credentials stored in your OS keychain, no hosted service. Data aggregation only, not financial advice. Install with `npx headless-tracker`.
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) - 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
- [TradeRouter/trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp) [![TradeRouter/trade-router-mcp MCP server](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp) 📇 ☁️ 🏠 - Non-custodial Solana swap & limit order engine for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protected execution, Ed25519 server verification, private key never leaves the process. MIT. `npx -y @traderouter/trade-router-mcp`.
- [trayders/trayd-mcp](https://github.com/trayders/trayd-mcp) 🐍 ☁️ - Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code.
- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
- [Fluke-Studio/uk-business-intelligence-mcp](https://github.com/Fluke-Studio/uk-business-intelligence-mcp) [![Fluke-Studio/uk-business-intelligence-mcp MCP server](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp) 📇 ☁️ - Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one call. Four data sources, single JSON response.
- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) 📇 ☁️ - Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [![veroq-mcp MCP server](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) 📇 ☁️ - 62 verified intelligence tools — claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider trades, technical analysis, and multi-agent verified swarm.
- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [![vaultpilot-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compromised. The agent proposes, you approve on your Ledger. Read balances + DeFi positions (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer, MarginFi, Kamino) and prepare transactions across Ethereum / Arbitrum / Polygon / Base / TRON / Solana / Bitcoin; private keys never leave the hardware wallet.
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [![minhoyoo-iotrust/WAIaaS MCP server](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS/badges/score.svg)](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [![w3ledger-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [![vdalhambra/financekit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) 🐍 ☁️ 🏠 - Financial market intelligence with 17 tools — stock quotes, technical analysis (RSI, MACD, Bollinger Bands, ADX, Stochastic), crypto prices via CoinGecko, risk metrics (VaR, Sharpe, Sortino, Beta), correlation matrix, options chains, earnings calendar, sector rotation, and portfolio analysis.
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) ☁️ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [![YBSbarker/barker-stablecoin-skills MCP server](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills/badges/score.svg)](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with an AI yield advisor, risk signals and non-custodial deposit/redeem quotes for AI agents. Remote streamable-http at `mcp.barker.money/mcp`, x402 pay-per-call.
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [![yeick010/agentshield-mcp MCP server](https://glama.ai/mcp/servers/yeick010/agentshield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) 📇 ☁️ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC.
- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [![yli769227-jpg/ashare-mcp MCP server](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [![yolfinance/yolfi-agent MCP server](https://glama.ai/mcp/servers/yolfinance/yolfi-agent/badges/score.svg)](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments MCP lets AI coding agents register Yolfi workspaces, create crypto checkout payment links, configure webhooks, verify webhook signatures, and check payment status. Install with `npx -y @yolfi/agent mcp`.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [![thoughtproof-mcp MCP server](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) 📇 ☁️ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat.
- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [![tunedforai/x402-mcp MCP server](https://glama.ai/mcp/servers/tunedforai/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tunedforai/x402-mcp) 📇 ☁️ - Real-time crypto market structure for AI agents — orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD with whale activity, 7yr OHLCV history with buy/sell flow, on-chain address risk. Free via MCP ([`@tunedforai/x402-mcp`](https://www.npmjs.com/package/@tunedforai/x402-mcp) on npm) or pay-per-call in USDC on Base via x402 REST at [`x402.tunedfor.ai`](https://x402.tunedfor.ai) — no API key, no rate limits.
- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [![toolstem/toolstem-mcp-server MCP server](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 – Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response — no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP Registry, and the Apify Store.
- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) 📇 ☁️ – SEC EDGAR signal intelligence for AI agents — insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.
- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [![pickelfintech/the13f-mcp MCP server](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) 🐍 ☁️ - Institutional 13F intelligence for Claude Desktop, Cursor, and VS Code. Nine Read tools: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime, sector flows. SEC EDGAR-sourced. Install `uvx the13f-mcp`.
- [tradallo/reputation](https://github.com/tradallo/reputation) [![tradallo/reputation MCP server](https://glama.ai/mcp/servers/tradallo/reputation/badges/score.svg)](https://glama.ai/mcp/servers/tradallo/reputation) 📇 ☁️ - MCP server + TS client + CLI for the **Tradallo Verified Record Protocol**. Query cryptographically-verified human + AI-agent trading reputations: track records, agent version history, paginated Universal Trade Receipts, and on-chain Solana memo notarization lookup. Every response is JCS-canonicalized + ed25519-verified locally before returning. Install: `npx @tradallo/reputation`.
- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [![pineforge-4pass/pineforge-codegen-mcp MCP server](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) 📇 🏠 - Backtest PineScript v6 strategies locally: transpiles Pine→C++ and runs on the deterministic, TradingView-validated PineForge engine (245/246 strict parity, no API key).
- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [![michalperni11-gif/secfinapi-mcp MCP server](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data — income statements, balance sheets, cash flow and 40+ ratios for every US public company, normalized from raw XBRL. Install with `npx secfinapi-mcp`.
- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [![namixai/funding-mcp MCP server](https://glama.ai/mcp/servers/namixai/funding-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Multi-venue perpetual funding-rate data & cross-exchange funding arbitrage across 20+ exchanges (incl. HIP-3 sub-DEXes). Free screener; paid signals via x402 micropayments with built-in auto-pay. 3 tools, stdio. Install with `npx -y @usenami/funding-mcp`.
- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [![namixai/signer-mcp MCP server](https://glama.ai/mcp/servers/namixai/signer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Signing keys never leave an AWS Nitro Enclave (attested PCR0); agents receive policy-bounded signatures, not credentials. Built to survive prompt injection and supply-chain key leaks. 5 tools, stdio. Install with `npx -y @usenami/signer-mcp`.
- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [![JeongSeongMok/tossinvest-openapi-mcp MCP server](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp`
- [ophis-fi/ophis](https://github.com/ophis-fi/ophis) [![ophis-fi/ophis MCP server](https://glama.ai/mcp/servers/ophis-fi/ophis/badges/score.svg)](https://glama.ai/mcp/servers/ophis-fi/ophis) 🎖️ 📇 ☁️ - Agent-first intent-based DEX aggregator (self-hosted CoW Protocol). Remote Streamable HTTP at https://mcp.ophis.fi/mcp, no auth, holds no keys. 12 tools: parse_intent (natural-language swap to structured intent), resolve_token (symbol to canonical address, fails closed), list_chains, get_quote, expected_surplus, build_order (bounded, ready-to-sign EIP-712 CoW order with the receiver pinned to the owner), submit_order, lookup_tier (fee-rebate tier), get_balances, get_portfolio, get_gas, get_token_chart. Live across 11 EVM chains: Ethereum, Optimism, BNB Chain, Gnosis, Polygon, Base, Arbitrum, Avalanche, Plasma, Ink, Linea.
- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [![phuocdu/agentpay-vn MCP server](https://glama.ai/mcp/servers/phuocdu/agentpay-vn/badges/score.svg)](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - VietQR payments for AI agents in Vietnam. Agents generate a VietQR code, send it to the user, and auto-confirm settlement from the bank feed. Non-custodial — money flows directly to the merchant's bank account, never held by the platform. `pip install agentpay-vn`, ships an MCP server for Claude Desktop/Code.
- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [![gainium-mcp MCP server](https://glama.ai/mcp/servers/Gainium/gainium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - MCP server for Gainium DCA/Combo/Grid trading bots — manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants.

- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [![wuzenghai616-lang/goldbean MCP server](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean/badges/score.svg)](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - x402 Micropaid API Marketplace — 10 AI tools for agents. Crypto prices, web search, weather, image-gen, LLM chat, code execution, translation, sentiment analysis, and QR code generation. Pay-per-call with USDC on Base (no API keys, no registration). Install with \
px goldbean-mcp\.
- [true402/mcp-server](https://github.com/true402/mcp-server) [![true402/mcp-server MCP server](https://glama.ai/mcp/servers/true402/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - Pay-per-call AI + web + on-chain tools for agents over x402 (USDC on Base) — no accounts, no API keys; the wallet is the identity. 11 tools incl. token rug/honeypot safety (0–100 score, risk band, buy/sell simulation), new-pairs / liquidity-pull / whale-swap signals, SEO/GEO audit, web extract, link preview, robots & security-headers checks, and LLM inference. Tools auto-discover from the live catalog. `npx -y @true402.dev/mcp-server`
- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [![bevanding/signaldaemon MCP server](https://glama.ai/mcp/servers/bevanding/signaldaemon/badges/score.svg)](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating).
- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [![ENTIA-IA/entia-mcp-server MCP server](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp`
- [Nikolife2016/pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402) [![Nikolife2016/pulsefeed-x402 MCP server](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402/badges/score.svg)](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402) 📇 ☁️ - Trust & safety layer for x402 agent payments: before your agent pays an x402 endpoint, verify it is safe — liveness, scam/anomaly scan (payTo hijack, bait-and-switch, honeypot), and on-chain receiver verification. ~70% of x402 endpoints are dead or scams; only ~half of "healthy" listings work. Free /verify + an open Trust Score. `npx -y pulsefeed-x402-mcp`
- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [![viniciuslazzari/bolsai-mcp MCP server](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data (B3, CVM, BCB) for AI assistants — stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`.
- [@agentfund/mcp](https://github.com/agentIgris/agentfund) [![agentIgris/agentfund MCP server](https://glama.ai/mcp/servers/agentIgris/agentfund/badges/score.svg)](https://glama.ai/mcp/servers/agentIgris/agentfund) 📇 ☁️ - Fundraising infrastructure for AI agents on Solana — campaigns, x402 donations, and on-chain reputation. MCP tools for registering agents, creating campaigns, and donating via the x402 pay-to-call flow, backed by Anchor programs (agent_registry, escrow, reputation). `npx -y @agentfund/mcp`

- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [![sebastienrousseau/camt053-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`.
- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [![sebastienrousseau/pacs008-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 FI-to-FI credit-transfer generation + validation** (`pacs.008` FI-to-FI Customer Credit Transfer, `pacs.004` Payment Return, `pacs.002` Status Report). 15 tools across message-type + scheme discovery, JSON Schema + rail-usage validation, validated XML generation, XSD validation, inbound parsing, the November 2026 structured-address cliff toolkit (classify/validate/repair/batch), and legacy SWIFT MT103 → pacs.008 conversion. Built on the [`pacs008`](https://github.com/sebastienrousseau/pacs008) library (100% branch coverage, Apache-2.0). Install `pip install pacs008-mcp`, run `pacs008-mcp`.
- [tonnode/mcp](https://github.com/tonnode/mcp) [![tonnode/mcp MCP server](https://glama.ai/mcp/servers/tonnode/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tonnode/mcp) 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over native ADNL: GRAM balances, account state, transaction history and contract get-methods. Works with the free public config or a private/hosted endpoint. `npx -y @tonnode/mcp`
- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [![slenderongithub/fix-protocol-mcp MCP server](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build, and explain FIX protocol trading messages (Logon, NewOrderSingle, ExecutionReport, and the rest of the session/order workflow). Fully offline — bundled FIX 4.4 field dictionary, no API keys or network calls. Install `pip install .`, run `fix-protocol-mcp`.
- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [![andresdefi/zerodust MCP server](https://glama.ai/mcp/servers/andresdefi/zerodust/badges/score.svg)](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep an agent's native gas balance to **exactly zero** on 25+ EVM chains via EIP-7702 sponsored execution — a relayer pays the gas and is reimbursed from the sweep, so nothing is left stranded. Same-chain or cross-chain. Read-only by default; sweeping is opt-in and destination-allowlisted, so a prompt-injected agent still cannot redirect funds. `npx @zerodust/mcp-server`
- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [![Wealthville MCP server](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations/badges/score.svg)](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Solana + EVM liquidity-pool scores for AI agents: **Enter/Hold/Exit verdicts** and a composite **0–100 Wealthville Score**, plus a live, immutable, miss-inclusive track record. 4 read-only tools (pool score, top pools, track record, signals feed). In the official MCP Registry. `npx @wealthville/mcp-server`
- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [![SynderAccounting/gl-importer-plugin MCP server](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin/badges/score.svg)](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the [Synder Importer API](https://importer.synder.com). 19 tools covering imports, field mapping rules, post-import rules, and entity discovery. Install with `npx -y @cloudbusiness/gl-importer-mcp`.
- [sand0vvv/hyperevm-mcp](https://github.com/sand0vvv/hyperevm-mcp) [![sand0vvv/hyperevm-mcp MCP server](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid / HyperEVM: every way to earn on HYPE in one table — liquid staking, lending with utilisation and max LTV, LP pools, and the HLP vault — with yield a pool earns separated from yield paid in emitted tokens. Also protocol TVL, fees actually paid, perp and spot markets, funding history, and order-book depth with a straight answer when a size will not fill. Where a source publishes a figure whose unit cannot be confirmed, the cell reads n/a instead. No keys, no signing, nothing to configure. `npx -y @sand0vvv/hyperevm-mcp`
### 🎮 <a name="gaming"></a>Gaming

Integration with gaming related data, game engines, and services

- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [![3aKHP/prts-mcp MCP server](https://glama.ai/mcp/servers/3aKHP/prts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.
- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [![antics-gg/antics-mcp MCP server](https://glama.ai/mcp/servers/antics-gg/antics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync, and leaderboards. No backend or player accounts.
- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [![beckett-godot-mcp MCP server](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Beckett — MCP for Godot: a zero-sidecar GDScript editor addon that serves MCP over Streamable HTTP from inside the Godot 4 editor (no Node/Python sidecar). Reflection over any class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert). MIT.
- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [![butterlatte-zhang/unity-ai-bridge MCP server](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge/badges/score.svg)](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️ 🐍 🏠 🍎 🪟 - Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop.
- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [![buildepicshit/Wick MCP server](https://glama.ai/mcp/servers/buildepicshit/Wick/badges/score.svg)](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration, and GDScript analysis. .NET 10, TCP JSON-RPC bridge, 219 tests.
- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [![chaoz23/srdcheck MCP server](https://glama.ai/mcp/servers/chaoz23/srdcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/srdcheck) 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts for agents: cited legality checks for whole turns, legal-action enumeration, advantage math, and hash-stamped game-state lineage. Refuses what the rules don't decide (exit 2), quotes the rule text on every verdict, zero dependencies.
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [![dirtcubeinteractive/specter-skills MCP server](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills/badges/score.svg)](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend — players, economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer — from your AI assistant. Browser sign-in; create/mutate tools opt-in.
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).
- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [![DiegoLopez0208/RpgMakerMVUltimate-MCP MCP server](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP/badges/score.svg)](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - AI copilot for RPG Maker MV: generate maps, edit the database and events, and reason about a project — validate broken references, explain why an event never fires, critique maps, and search by meaning. 13 tools, knowledge-driven map generation, fully offline.
- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [![dmang-dev/mcp-bizhawk MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more.
- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [![dmang-dev/mcp-dolphin MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server.
- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [![dmang-dev/mcp-mgba MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server.
- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [![dmang-dev/mcp-pine MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-pine/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory inspection and savestate control for PCSX2 and other emulators speaking the [PINE](https://github.com/GovanifY/pine) protocol. Read/write 8/16/32/64-bit memory, save/load state slots, query game metadata. TCP on Windows, Unix sockets on Linux/macOS.
- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [![dmang-dev/mcp-ppsspp MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket debugger interface — no plugin needed. Memory r/w (u8/u16/u32/range/string), input (buttons + analog), pause/resume/step, screenshot, MIPS Allegrex registers, CPU execution breakpoints. The richest debugger surface in the family thanks to PPSSPP's native instrumentation.
- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [![dmang-dev/mcp-retroarch MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) 📇 🏠 🍎 🪟 🐧 - Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Network Control Interface (UDP): read/write memory, save/load state, screenshot, pause/frame-advance/reset, on-screen messages. Verified against NES, SNES, Genesis, N64, GBA, and PS1 cores.
- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [![dnd-oracle MCP server](https://glama.ai/mcp/servers/gregario/dnd-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/dnd-oracle) 📇 🏠 - D&D 5e SRD reference and analysis with monster search, spell lookup, encounter building, and loadout analysis. 10 tools, 1198 entities embedded.
- [gregario/godot-forge](https://github.com/gregario/godot-forge) [![godot-forge MCP server](https://glama.ai/mcp/servers/gregario/godot-forge/badges/score.svg)](https://glama.ai/mcp/servers/gregario/godot-forge) 📇 🏠 🍎 🪟 🐧 - Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics.
- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [![lorcana-oracle MCP server](https://glama.ai/mcp/servers/gregario/lorcana-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lorcana-oracle) 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded.
- [gregario/hearthstone-oracle](https://github.com/gregario/hearthstone-oracle) [![hearthstone-oracle MCP server](https://glama.ai/mcp/servers/gregario/hearthstone-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/hearthstone-oracle) 📇 🏠 - Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering card lookup, deck decoding, archetype classification, class identities, matchup theory, and game concepts. HearthstoneJSON data.
- [gregario/mtg-oracle](https://github.com/gregario/mtg-oracle) [![gregario/mtg-oracle MCP server](https://glama.ai/mcp/servers/gregario/mtg-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/mtg-oracle) 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, price data, and Commander intelligence. 14 tools, Scryfall + Academy Ruins + Commander Spellbook data.
- [gregario/onepiece-oracle](https://github.com/gregario/onepiece-oracle) [![onepiece-oracle MCP server](https://glama.ai/mcp/servers/gregario/onepiece-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/onepiece-oracle) 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing, and counter strategy tools. 6 tools, 4,348 cards embedded.
- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [![tft-oracle MCP server](https://glama.ai/mcp/servers/gregario/tft-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/tft-oracle) 📇 🏠 - Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds.
- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [![gregario/warhammer-oracle MCP server](https://glama.ai/mcp/servers/gregario/warhammer-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/warhammer-oracle) 📇 🏠 - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.
- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [![godot-runtime-mcp MCP server](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [![haoyifan/Silicon-Pantheon MCP server](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon/badges/score.svg)](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical grids, write post-match reflections, and learn across games. MCP-native client-server architecture with a hosted lobby and self-host option.
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match    analysis with natural language support.
- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [![roblox-mcp MCP server](https://glama.ai/mcp/servers/hope1026/roblox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.
- [isco-tec/scorezilla-mcp](https://github.com/isco-tec/scorezilla-mcp) [![isco-tec/scorezilla-mcp MCP server](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect leaderboards for [Scorezilla](https://scorezilla.dev). Six tools — including `bootstrap_leaderboard` which creates a game + board + keys and returns ready-to-paste SDK code in one call. Closed beta; request a token at scorezilla.dev/early-access.
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [![taygunsavas/patina-unity-mcp MCP server](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from MCP hosts through a local Rust server and C# bridge, with one-click host setup and 86 Unity commands for scenes, GameObjects, prefabs, assets, scripts, console, tests, and build settings.
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [![steam-mcp MCP server](https://glama.ai/mcp/servers/jkiley129/steam-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jkiley129/steam-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language.
- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [![Grinv/steam-games-mcp MCP server](https://glama.ai/mcp/servers/Grinv/steam-games-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) 📇 🏠 🍎 🪟 🐧 - Search Steam's store/catalog (deals, reviews, Steam Deck/SteamOS/Machine/Frame compatibility) with no API key, plus player profiles, libraries, achievements and friends via the official Steam Web API (free key).
- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [![pyxel-mcp MCP server](https://glama.ai/mcp/servers/@kitao/pyxel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [![lodordev/mcp-romm MCP server](https://glama.ai/mcp/servers/lodordev/mcp-romm/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-romm) 🐍 🏠 - MCP server for [RomM](https://github.com/rommapp/romm) retro game library manager. 19 read-only tools for browsing platforms, searching ROMs, viewing metadata, managing collections, tracking saves, firmware, devices, and task monitoring. OAuth2 auth with automatic token refresh.
- [truetick-gg/mcp](https://github.com/truetick-gg/mcp) 📇 ☁️ - Manage [TrueTick](https://truetick.gg) Minecraft hosting servers from AI agents: create/start/stop servers, live TPS/MSPT metrics, RCON console, file access, backups, and Modrinth/CurseForge mods.
- [zefarie/pterodactyl-mcp](https://github.com/zefarie/pterodactyl-mcp) [![pterodactyl](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp) 📇 ☁️ 🏠 - Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.
- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [![better-godot-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
- [NAJEMWEHBE/unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection) [![NAJEMWEHBE/unreal-ai-connection MCP server](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection/badges/score.svg)](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection) 🌊 🐍 🏠 🪟 - Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket — 105 editor-automation tools (72 native C++ + 33 bridge-side). Native C++ plugin + thin Python bridge, ~50ms round-trips. 498 tests, MIT.
- [omniologynow-rgb/mcp-server](https://github.com/omniologynow-rgb/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server) 📇 ☁️ - Live AI agent contest platform on Solana mainnet. Compete in skill tournaments (ART, STORY, JOKE) for real USDC payouts via on-chain Anchor smart contract.
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [![razz-games/razz-mcp MCP server](https://glama.ai/mcp/servers/razz-games/razz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering for any AI agent. [![razz-games/razz-mcp MCP server](https://glama.ai/mcp/servers/razz-games/razz-mcp/badges/card.svg)](https://glama.ai/mcp/servers/razz-games/razz-mcp)
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [![rkocosmergon/cosmergon-agent MCP server](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent/badges/score.svg)](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Living economy for AI agents — Conway's Game of Life physics, energy currency, marketplace. 4 tools: observe state, execute actions, benchmark reports, game rules. Auto-registers, no API key needed.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [![staccDOTsol/staccbot-tg MCP server](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg/badges/score.svg)](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) 📇 ☁️ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [![stagproject/sec-filings-mcp MCP server](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JSON via x402 USDC on Polygon. xpay: `sec-edgar-filings`. Trial without xpay key: [docs](https://github.com/stagproject/sec-filings-mcp/blob/main/docs/TRY_WITHOUT_XPAY.md). Registry: `io.github.stagproject/sec-filings-mcp`.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) 📇 - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [![alex-gon/thegamecrafter-mcp-server MCP server](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) 📇 ☁️ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [![steam-reviews-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) 📇 ☁️ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent using this MCP server.
- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging.
- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [![HadiCherkaoui/crafty-mcp MCP server](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.

### 🏥 <a name="health-and-wellness"></a>Health & Wellness

Access health metrics, wellness data, and medical information through various health platforms.

- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [![io.github.PhilipAD/health-export-mcp MCP server](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Query 190 Apple Health metrics from any MCP agent — zero-dependency, read-only, local-first.

### 🏠 <a name="home-automation"></a>Home Automation

Control smart home devices, home network equipment, and automation systems.

- [handsomejustin/mijia-control](https://github.com/handsomejustin/mijia-control) [![handsomejustin/mijia-control MCP server](https://glama.ai/mcp/servers/handsomejustin/mijia-control/badges/score.svg)](https://glama.ai/mcp/servers/handsomejustin/mijia-control) 🐍 ☁️ - Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy monitoring, and automation rules.
- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) - [![wemo-mcp-server MCP server](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [![Hybirdss/smartest-tv MCP server](https://glama.ai/mcp/servers/Hybirdss/smartest-tv/badges/score.svg)](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) 🐍 🏠 🍎 🪟 🐧 - Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required.
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [![ober37/ac-infinity-mcp MCP server](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers through natural conversation with Claude. 25 tools covering live sensor data, multi-day history, VPD/temperature/humidity automations, port control, advance scheduling, and grow stage templates.
- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [![laszlopere/mcp-kodi MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-kodi/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control a Kodi media player over its JSON-RPC API — transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb).
- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [![claymore666/debmatic-mcp MCP server](https://glama.ai/mcp/servers/claymore666/debmatic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs — switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU.
- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [![NickoScope/nickol-knx-mcp MCP server](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports.

### 🏭 <a name="industrial--iot"></a>Industrial & IoT

Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols.

- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge)) [![FoundryNet/forge-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/forge-mcp)

### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [![AkashGoenka/coldstart MCP server](https://glama.ai/mcp/servers/AkashGoenka/coldstart/badges/score.svg)](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked — a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init`
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [![jayasukuv11-beep/agenthelm MCP server](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm/badges/score.svg)](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude Code, Cursor, and custom agent fleets. `npx -y agenthelm-mcp`
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [![jmpdsevilla/BovedIA MCP server](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA/badges/score.svg)](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes you own. Doesn't load context blindly: a router note decides what to load and when, plus an "alma" (soul) layer for what you think and feel, not just tasks. `npx bovedia`
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [![lumayapartners/memini MCP server](https://glama.ai/mcp/servers/lumayapartners/memini/badges/score.svg)](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [![jessedu29260-netizen/booboo MCP server](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo/badges/score.svg)](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - See and query your whole AI system as one rooted 3D knowledge graph — agents, memory, knowledge, and automations fused into a privacy-walled snapshot. MCP tools for stats, search, node dossiers, neighbors, and pathfinding; the same snapshot renders up to a million nodes in the browser. `npx create-booboo`
- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [![gpitrella/memxus-remote-mcp MCP server](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemini start each session with the architecture and decisions the team already made. OAuth 2.1 PKCE, AES-256 encrypted, RFC 9728 compliant. `https://mcp.memxus.com/mcp`
- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [![basemouse/basemouse-core MCP server](https://glama.ai/mcp/servers/basemouse/basemouse-core/badges/score.svg)](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - Shared, versioned memory for your agents across Claude Code, Cursor, Kiro and Grok. One MCP server, sourced answers, full history. Remote Streamable HTTP; anonymous browses a public demo corpus. Tools: `search`, `get_context_pack`, `upsert_document`. `https://basemouse.com/mcp`
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [![soolaugust/0CompactMem MCP server](https://glama.ai/mcp/servers/soolaugust/0CompactMem/badges/score.svg)](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os`
- [adelinamart/robrain](https://github.com/adelinamart/robrain) [![adelinamart/robrain MCP server](https://glama.ai/mcp/servers/adelinamart/robrain/badges/score.svg)](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`.
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [![a2cr/a2cr MCP server](https://glama.ai/mcp/servers/a2cr/a2cr/badges/score.svg)](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history.
- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [![ahmetakyurt/zipmem-mcp MCP server](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp`
- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [![ihorponom/agentpack MCP server](https://glama.ai/mcp/servers/ihorponom/agentpack/badges/score.svg)](https://glama.ai/mcp/servers/ihorponom/agentpack) 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for AI coding agents: a reviewed task-state ledger (decisions, dead ends, evidence, checkpoints) in `.agentpack/` that any next session or client resumes from.
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [![aidesignblueprint/integrations MCP server](https://glama.ai/mcp/servers/aidesignblueprint/integrations/badges/score.svg)](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex/) [![vault-cortex MCP server](https://glama.ai/mcp/servers/aliasunder/vault-cortex/badges/score.svg)](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, link graph, OAuth-protected.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [![openhive-mcp MCP server](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [![MCP Score](https://glama.ai/mcp/servers/AndreLYL/memkin/badges/score.svg)](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP — read and write. `npx memkin`
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [![Shweta-Mishra-ai/tokenmizer MCP server](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer/badges/score.svg)](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
  - [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [![ashlesh-t/cognirepo MCP server](https://glama.ai/mcp/servers/ashlesh-t/cognirepo/badges/score.svg)](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟  🐧 - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol
  lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50–80% on Python repos ≥ 15K LOC vs. raw
  file reads. Works with Claude Code, Cursor, and Gemini CLI. Fully offline — no API keys required for indexing. `pip install cognirepo`
- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [![AshutoshRaj97/agentready-mcp MCP server](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Make any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Tools: `list_sites` and `ask_site`. `npx -y @agentreadyweb/mcp`
- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [![Auctalis/nocturnusai MCP server](https://glama.ai/mcp/servers/Auctalis/nocturnusai/badges/score.svg)](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [![20alexl/claude-engram MCP server](https://glama.ai/mcp/servers/20alexl/claude-engram/badges/score.svg)](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [![acheron-mcp-server MCP server](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) 📇 🏠 - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
- [turbyho/mem-context](https://github.com/turbyho/mem-context) [![turbyho/mem-context MCP server](https://glama.ai/mcp/servers/turbyho/mem-context/badges/score.svg)](https://glama.ai/mcp/servers/turbyho/mem-context) 🐍 🏠 🍎 🐧 - Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation. Automatic session capture, deduplication, 6-factor relevance scoring. `pip install mem-context`
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [![Thezenmonster/agentmem MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentmem/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentmem) 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]`
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [![agentkits-memory MCP server](https://glama.ai/mcp/servers/@aitytech/agentkits-memory/badges/score.svg)](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.
- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [![recallnest MCP server](https://glama.ai/mcp/servers/AliceLJY/recallnest/badges/score.svg)](https://glama.ai/mcp/servers/AliceLJY/recallnest) 📇 🏠 🍎 🪟 🐧 - Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph with PPR traversal, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB + SQLite, zero external dependencies.
- [robotel-limited/robo-cortex](https://github.com/robotel-limited/robo-cortex) [![robotel-limited/robo-cortex MCP server](https://glama.ai/mcp/servers/robotel-limited/robo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/robotel-limited/robo-cortex) 🐍 🏠 - Git-aware, evidence-based memory store for AI coding agents. Memories anchored to git blob hashes are automatically flagged for review when linked code changes. `pip install robo-cortex[mcp]` or on registry.modelcontextprotocol.io
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [![apple-notes-mcp MCP server](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [![AgentModule/mcp MCP server](https://glama.ai/mcp/servers/AgentModule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
- [juyterman1000/entroly](https://github.com/juyterman1000/entroly) [![juyterman1000/entroly MCP server](https://glama.ai/mcp/servers/juyterman1000/entroly/badges/score.svg)](https://glama.ai/mcp/servers/juyterman1000/entroly) 🐍 🦀 🏠 🍎 🪟 🐧 - Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, ~3 ms). MemoryOS adds local budget-aware working/episodic/semantic memory with decay, safety scanning, and durable persistence. 38 agent integrations (Cursor, Claude Code, Codex, Aider, and more). Ships as MCP server (`entroly serve`), HTTP proxy, or Python/Rust library. Apache-2.0, local-first. `pip install entroly`
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [![Goldentrii/AgentRecall-MCP MCP server](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [![central-intelligence MCP server](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[![alcove MCP server](https://glama.ai/mcp/servers/epicsagas/alcove/badges/score.svg)](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [![nucleus-mcp MCP server](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sovereign Agent OS — persistent memory, governance, and audit trails for AI agents. One brain for Cursor, Claude Code, Windsurf, and Gemini. Local-first `.brain/` directory with engrams, hypervisor file protection, and optional remote sync. `pip install nucleus-mcp` or Streamable HTTP at `relay.nucleusos.dev`.
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [![mengram MCP server](https://glama.ai/mcp/servers/@alibaizhanov/mengram/badges/score.svg)](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [![soul-mcp-server MCP server](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and behavioral constraints in a machine-readable YAML file.
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [![ayushagrawal288/memex MCP server](https://glama.ai/mcp/servers/ayushagrawal288/memex/badges/score.svg)](https://glama.ai/mcp/servers/ayushagrawal288/memex) 🐍 🏠 - Production-grade persistent memory service for AI agents. Semantic search with recency decay (configurable α blend), local ONNX embeddings (zero API cost), background memory summarisation, and Prometheus/Grafana observability. `docker compose up` — no cloud dependencies.
- [baodq06/memocall](https://github.com/baodq06/memocall) [![baodq06/memocall MCP server](https://glama.ai/mcp/servers/baodq06/memocall/badges/score.svg)](https://glama.ai/mcp/servers/baodq06/memocall) 📇 🏠 🍎 🪟 🐧 - Recall past Claude Code conversations from any project. Lists and searches your sessions, then loads one on demand as clean, compact Markdown — with outline, turn-range, and in-session search for large sessions. Read-only over local `~/.claude` transcripts; collapses tool calls to stay under the context cap. `npx -y memocall`
- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [![basic-memory MCP server](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory/badges/score.svg)](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces.
- [Battam1111/Myco](https://github.com/Battam1111/Myco) [![Battam1111/Myco MCP server](https://glama.ai/mcp/servers/Battam1111/Myco/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/Myco) 🐍 🏠 🍎 🪟 🐧 - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesystem graph — AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK imports in the kernel and plugin tree. Editable-default install. Works with Claude Code, Cursor, Windsurf, Zed, VS Code, and any MCP client.
- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [![Beever-AI/beever-atlas MCP server](https://glama.ai/mcp/servers/Beever-AI/beever-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) 🐍 🏠 🍎 🪟 🐧 - Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker.
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [![bitatlas MCP server](https://glama.ai/mcp/servers/bitatlas-group/bitatlas/badges/score.svg)](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) 📇 ☁️ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management — upload, download, search, and organize files that the server never sees in plaintext.
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [![project-tessera MCP server](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera/badges/score.svg)](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [![BetaBots-LLC/callimachus MCP server](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus/badges/score.svg)](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) 🦀 🏠 🍎 🪟 🐧 - Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes `search_threads`, `search_current_project`, `recent_threads`, and `get_thread` so any agent can recall its own past work.
- [billy12151/memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp) [![billy12151/memory-arbiter-mcp MCP server](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp) 🐍 🏠 🍎 🪟 🐧 - AI enhancement middleware: precise retrieval replaces full-memory loading (~80%+ token cut), rule-based conflict arbitration with explainable reasons, and one local SQLite shared across Claude Code/Codex/Cursor/ZCode. Local-first, zero cloud, MIT. `pip install memory-arbiter-mcp`
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [![lildaddyo/braintube-mcp MCP server](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically searchable knowledge base any AI can query over MCP.
- [linklore/linklore-mcp](https://github.com/linklore/linklore-mcp) [![linklore/linklore-mcp MCP server](https://glama.ai/mcp/servers/linklore/linklore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/linklore/linklore-mcp) 🐍 🏠 - AI-native structured memory for coding agents — typed lore/doc entries with status and links, read and written by agents via MCP.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [![carrasquelalex1/hipocampo MCP server](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo/badges/score.svg)](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`
- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [![catfish-1234/sessionmem MCP server](https://glama.ai/mcp/servers/catfish-1234/sessionmem/badges/score.svg)](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host.
- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [![cachly-dev/cachly-mcp MCP server](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools — Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` — free tier, no credit card. [Website](https://cachly.dev)
- [ccf/agentcairn](https://github.com/ccf/agentcairn) [![ccf/agentcairn MCP server](https://glama.ai/mcp/servers/ccf/agentcairn/badges/score.svg)](https://glama.ai/mcp/servers/ccf/agentcairn) 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector + graph recall. Non-lossy capture with secret redaction; works across Claude Code, Codex, Cursor, and any MCP host. `uvx agentcairn`
- [cdeust/Cortex](https://github.com/cdeust/Cortex) [![badge](https://glama.ai/mcp/servers/cdeust/Cortex/badge)](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`
- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [![contradictory-body/cc-sensei MCP server](https://glama.ai/mcp/servers/contradictory-body/cc-sensei/badges/score.svg)](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps.
- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [![celiums-memory MCP server](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory/badges/score.svg)](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL + Qdrant vectors + Valkey cache), per-user memory isolation, and multi-protocol support (MCP, REST, OpenAI, LangChain, A2A). `npx @celiums/memory` [Website](https://celiums.io)
- [cg3-llc/prior_mcp](https://github.com/cg3-llc/prior_mcp) [![cg3-llc/prior_mcp MCP server](https://glama.ai/mcp/servers/cg3-llc/prior_mcp/badges/score.svg)](https://glama.ai/mcp/servers/cg3-llc/prior_mcp) 📇 ☁️ - Shared knowledge base where AI agents exchange proven solutions — including failed approaches, so your agent skips the dead ends. Smaller models get instant access to frontier-model discoveries. Free to search indefinitely when feedback is provided on results. [Website](https://prior.cg3.io)
- [CanopyHQ/phloem](https://github.com/CanopyHQ/phloem) 🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.
- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [![Cavinooo/claude-find MCP server](https://glama.ai/mcp/servers/Cavinooo/claude-find/badges/score.svg)](https://glama.ai/mcp/servers/Cavinooo/claude-find) 📇 🏠 🍎 - Pull Deep Memory from across your Claude Code Sessions — when you need it.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [![vshulcz/deja-vu MCP server](https://glama.ai/mcp/servers/vshulcz/deja-vu/badges/score.svg)](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory layer over the session histories coding agents already write (Claude Code, Codex CLI, opencode): lexical search, recall tools, session-start auto-recall, secret redaction at index time, cross-machine sync over SSH.
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [![ZengLiangYi/ChatCrystal MCP server](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal/badges/score.svg)](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp`
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [![workspace-qdrant-mcp MCP server](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** — testers and feedback welcome.
- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [![cipherfoxie/sovereign-mcp MCP server](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`
- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta.
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [![alfredoizdev/contextforge-mcp MCP server](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp`
- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [![contextium-io/contextium-mcp-server MCP server](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - One shared context for every AI tool your team uses. Serves your team's knowledge, coding standards, skills, and AI agents to Claude, Cursor, Copilot, and any MCP client — load a whole workflow (docs, agents, skills, tasks, phases) in a single call. Versioned and permissioned. `npx @contextium/mcp-server`
- [yonro/memory-os-cli](https://github.com/yonro/memory-os-cli) [![yonro/memory-os-cli MCP server](https://glama.ai/mcp/servers/yonro/memory-os-cli/badges/score.svg)](https://glama.ai/mcp/servers/yonro/memory-os-cli) 📇 ☁️ - XMemo is user-owned memory for AI agents over a hosted Streamable HTTP MCP endpoint. Save, search, recall, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs. `https://xmemo.dev/mcp`
- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [![contextstream/mcp-server MCP server](https://glama.ai/mcp/servers/contextstream/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server`
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [![dcostenco/BCBA MCP server](https://glama.ai/mcp/servers/dcostenco/BCBA/badges/score.svg)](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.
- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [![darktw/usecortex-mcp MCP server](https://glama.ai/mcp/servers/darktw/usecortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/usecortex-mcp) ☁️ - Persistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256 encryption.
- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [![davidgut1982/lore-mcp MCP server](https://glama.ai/mcp/servers/davidgut1982/lore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for AI agents. KB, investigation threads, journal with multi-agent attribution. SQLite/PostgreSQL/Supabase.
- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [![decisionnode/DecisionNode MCP server](https://glama.ai/mcp/servers/decisionnode/DecisionNode/badges/score.svg)](https://glama.ai/mcp/servers/decisionnode/DecisionNode) 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code, Cursor, Windsurf, and any MCP client. CLI + MCP server, local-only, free Gemini embedding tier.
- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [![giuliohome-org/doc-manager MCP server](https://glama.ai/mcp/servers/giuliohome-org/doc-manager/badges/score.svg)](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) 🦀 ☁️ - Personal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay opaque to Claude, plaintext docs are fully readable, writable, and searchable from chat.
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [![Destrayon/Connapse MCP server](https://glama.ai/mcp/servers/Destrayon/Connapse/badges/score.svg)](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready.
- [dengls24/annota](https://github.com/dengls24/annota) [![dengls24/annota MCP server](https://glama.ai/mcp/servers/dengls24/annota/badges/score.svg)](https://glama.ai/mcp/servers/dengls24/annota) 🐍 🏠 - AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes structured reading notes — all saved back to Zotero. Features two-phase workflow for large PDFs (63–80% context savings) and batch annotations.
- [deusXmachina-dev/memorylane](https://github.com/deusXmachina-dev/memorylane) 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants via MCP with semantic search, timeline browsing, and event detail retrieval.
- [dnotitia/akb](https://github.com/dnotitia/akb) [![dnotitia/akb MCP server](https://glama.ai/mcp/servers/dnotitia/akb/badges/score.svg)](https://glama.ai/mcp/servers/dnotitia/akb) 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid semantic + BM25 search, Git-backed version history, multi-tenant ACL with public-share links. Works with Claude Code, Cursor, Windsurf via `npx akb-mcp`.
- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) 📇 ☁️ 🏠 - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) 📇 🏠 - Static server that provides persistent tool-specific context and rules for AI models
- [doobidoo/mcp-memory-service](https://github.com/doobidoo/mcp-memory-service) 📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
- [dot-RealityTest/obsidian-codex-mcp](https://github.com/dot-RealityTest/obsidian-codex-mcp) [![dot-RealityTest/obsidian-codex-mcp MCP server](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API key, cloud service, or running Obsidian app required. Includes read-only mode, backup-on-write, path isolation, and setup examples.
- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [![DollhouseMCP MCP server](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server/badge)](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) 📇 🏠 🍎 🪟 🐧 - One-line installable MCP server that adds reusable customization elements — personas, skills, templates, agents, memory, and ensembles (collected customization tools) — to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`.
- [DomDemetz/claude-soul](https://github.com/DomDemetz/claude-soul) [![DomDemetz/claude-soul MCP server](https://glama.ai/mcp/servers/DomDemetz/claude-soul/badges/score.svg)](https://glama.ai/mcp/servers/DomDemetz/claude-soul) 📇 🏠 🍎 🐧 - Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections, and evolves behavioral frameworks through evidence tiers (hypothesis → observed → validated). Frameworks that keep working get promoted, bad ones get retired. 9 MCP tools, automatic hooks, phase-adaptive learning. Single dependency, local-only. `npx claude-soul init --starter`
- [dshakes/distil](https://github.com/dshakes/distil) [![distil MCP server](https://glama.ai/mcp/servers/dshakes/distil/badges/score.svg)](https://glama.ai/mcp/servers/dshakes/distil) 🐍 🏠 - Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it on demand, and report a local token/dollar savings ledger.
- [edobusy/agenthold](https://github.com/edobusy/agenthold) [![agenthold MCP server](https://glama.ai/mcp/servers/edobusy/agenthold/badges/score.svg)](https://glama.ai/mcp/servers/edobusy/agenthold) 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent AI agents. SQLite-backed claim/release locks and append-only audit log.
- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [![mem0-mcp-selfhosted MCP server](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted/badges/score.svg)](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model graph routing, session hooks for automatic cross-session memory, and 11 tools. Supports both Anthropic and fully local Ollama setups.
- [Cartisien/engram-mcp](https://github.com/Cartisien/engram-mcp) [![engram-mcp MCP server](https://glama.ai/mcp/servers/Cartisien/engram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Cartisien/engram-mcp) 📇 🏠 🍎 🪟 🐧 - Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with keyword fallback. remember, recall, history, forget, and stats tools. Works with Claude Desktop, Cursor, and any MCP client.
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine. Built by an agent, for agents. No API keys required.
- [giskard09/giskard-oasis](https://github.com/giskard09/giskard-oasis) [![giskard09/giskard-oasis MCP server](https://glama.ai/mcp/servers/giskard09/giskard-oasis/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-oasis) 🐍 🏠 - A still point for AI agents in fog. When an agent loses its thread, Oasis distills its original purpose and returns clarity. Pay-per-use with Lightning or Arbitrum — karma discounts via ARGENTUM reputation. Self-hosted with phoenixd.
- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard.
- [MakeaMouse/fish-bridge-mcp](https://github.com/MakeaMouse/fish-bridge-mcp) [![MakeaMouse/fish-bridge-mcp MCP server](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp) 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a typed knowledge graph (~300–800 tokens). Works file-based in Copilot, Claude Code, Cursor, and Gemini CLI without MCP server mode. Supports local/offline extraction via Ollama — no API key required.
- [For-Sunny/hebbian-mind-enterprise](https://github.com/For-Sunny/hebbian-mind-enterprise) [![hebbian-mind-enterprise MCP server](https://glama.ai/mcp/servers/For-Sunny/hebbian-mind-enterprise/badges/score.svg)](https://glama.ai/mcp/servers/For-Sunny/hebbian-mind-enterprise) 🐍 🏠 🍎 🪟 🐧 - Self-organizing neural graph memory with Hebbian learning for AI systems. Connections strengthen through co-activation and weaken through temporal decay. 118+ learning nodes, dual-write architecture, and sub-millisecond reads.
- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [![evc-team-relay-mcp MCP server](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP
- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [![flaiwheel MCP server](https://glama.ai/mcp/servers/dl4rce/flaiwheel/badges/score.svg)](https://glama.ai/mcp/servers/dl4rce/flaiwheel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.
- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [![open-ontologies MCP server](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies/badges/score.svg)](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.
- [grooverLab/fable](https://github.com/grooverLab/fable) [![grooverLab/fable MCP server](https://glama.ai/mcp/servers/grooverLab/fable/badges/score.svg)](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only.
- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [![fenghaochang/LoreRoom MCP server](https://glama.ai/mcp/servers/fenghaochang/LoreRoom/badges/score.svg)](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and crashes) and recalls it via MCP tools — whole-file SQLCipher encryption, FTS5 full-text search (CJK-friendly), never touches your bot token.
- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [![gamosoft/NoteDiscovery](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery/badges/score.svg)](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker.
- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [![geondongkim/geond-agent-protocol MCP server](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol/badges/score.svg)](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvector.
- [gingugu/gingugu](https://github.com/gingugu/gingugu) [![gingugu/gingugu MCP server](https://glama.ai/mcp/servers/gingugu/gingugu/badges/score.svg)](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip install gingugu`
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) 📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
- [gregario/lego-oracle](https://github.com/gregario/lego-oracle) [![gregario/lego-oracle MCP server](https://glama.ai/mcp/servers/gregario/lego-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lego-oracle) 📇 🏠 - LEGO sets, parts, minifigs, colours, and inventories from Rebrickable. 10 tools for searching sets, finding parts by colour, browsing themes, comparing sets, and discovering MOC alternate builds. 26k sets, 62k parts, 17k minifigs embedded.
- [gregario/brewers-almanack](https://github.com/gregario/brewers-almanack) [![gregario/brewers-almanack MCP server](https://glama.ai/mcp/servers/gregario/brewers-almanack/badges/score.svg)](https://glama.ai/mcp/servers/gregario/brewers-almanack) 📇 🏠 - A brewing knowledge MCP server with beer styles (BJCP 2021), 113 hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions, and food pairings.
- [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [![3dprint-oracle MCP server](https://glama.ai/mcp/servers/gregario/3dprint-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and troubleshooting guides. 8 tools for searching filaments, comparing materials, and diagnosing print issues. `npx 3dprint-oracle`
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
- [harrison/ai-counsel](https://github.com/harrison/ai-counsel) - 🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
- [HBarefoot/engram](https://github.com/HBarefoot/engram) [![HBarefoot/engram MCP server](https://glama.ai/mcp/servers/HBarefoot/engram/badges/score.svg)](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI agents. SQLite + local embeddings (all-MiniLM-L6-v2), hybrid semantic + FTS5 recall, secret detection, and contradiction handling. 6 MCP tools (remember, recall, forget, feedback, context, status) over stdio. Zero cloud, no API keys, fully offline. Works with Claude Desktop/Code, Cursor, and Windsurf. `npm install -g @hbarefoot/engram`
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [![GoodMemory MCP server](https://glama.ai/mcp/servers/hjqcan/GoodMemory/badges/score.svg)](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory layer for Codex, Claude Code, and MCP clients. Stores scoped user/project memory in SQLite or Postgres, exposes read-only recall, trace, stats, and artifact tools by default, and supports opt-in governed writeback with review, forget, and audit controls. Published as `io.github.hjqcan/goodmemory` in the official MCP Registry.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [![deep-thinker MCP server](https://glama.ai/mcp/servers/hubinoretros/deep-thinker/badges/score.svg)](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker`
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [![hyunjae-labs/lore MCP server](https://glama.ai/mcp/servers/hyunjae-labs/lore/badges/score.svg)](https://glama.ai/mcp/servers/hyunjae-labs/lore) 📇 🏠 🍎 🪟 🐧 - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [![idapixl-algora-mcp-server MCP server](https://glama.ai/mcp/servers/idapixl-algora-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) 📇 ☁️ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [![IgorGanapolsky/mcp-memory-gateway MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [![Ikalus1988/MisakaNet MCP server](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet/badges/score.svg)](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`
- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [![zsxh1990/pr-genius MCP server](https://glama.ai/mcp/servers/zsxh1990/pr-genius/badges/score.svg)](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Evidence-backed PR contribution advisor. 550+ case studies from 33 repos, 8 tools for merge probability analysis, pattern matching, and contribution strategy. `pip install prgenius-core`
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [![md-vision-mcp MCP server](https://glama.ai/mcp/servers/japlete/md-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI.
- [jagoff/memo](https://github.com/jagoff/memo) [![jagoff/memo MCP server](https://glama.ai/mcp/servers/jagoff/memo/badges/score.svg)](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory server with hybrid search, plain Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history, synthesis, and cross-machine git sync.
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [![JinNing6/Noosphere MCP server](https://glama.ai/mcp/servers/JinNing6/Noosphere/badges/score.svg)](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [![junnnnnw00/obsidian-everywhere MCP server](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere/badges/score.svg)](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault server with 31 tools for search, backlinks, n-hop neighborhoods, structured and paginated reads, and safe file, partial, and bulk edits with dry-run and rollback. Works with Codex, ChatGPT, Claude, and any MCP client. `npx -y obsidian-everywhere /path/to/vault`
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [![engram-rs MCP server](https://glama.ai/mcp/servers/@kael-bit/engram-rs/badges/score.svg)](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
- [kage-core/Kage](https://github.com/kage-core/Kage) [![kage-core/Kage MCP server](https://glama.ai/mcp/servers/kage-core/Kage/badges/score.svg)](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Verified, git-native memory for coding agents. Memory is plain JSON packets committed in your repo, each checked against the code it cites — hallucinated citations rejected at write, stale or changed memory withheld at recall, plus diff-time stale-catch. Local-only (BM25 + vectors), no account, no API key. `npx -y @kage-core/kage-graph-mcp install`
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) 📇 🏠 🍎 🪟 🐧 - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [![krimto-labs/krimto MCP server](https://glama.ai/mcp/servers/krimto-labs/krimto/badges/score.svg)](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a user→team→org hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0.
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [![kunwar-shah/claudex MCP server](https://glama.ai/mcp/servers/kunwar-shah/claudex/badges/score.svg)](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [![renezander030/agentic-task-system MCP server](https://glama.ai/mcp/servers/renezander030/agentic-task-system/badges/score.svg)](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli`
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [![NOUZ-MCP MCP server](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
- [leesgit/passbaton](https://github.com/leesgit/passbaton) [![passbaton MCP server](https://glama.ai/mcp/servers/leesgit/passbaton/badges/score.svg)](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on start, compaction handover, and 24 tools for memory, tasks, solutions, and a knowledge graph. Multilingual semantic search (94+ languages), 100% local, $0 API cost. `npm i -g passbaton`
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [![lfrmonteiro99/memento-mcp MCP server](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [![liftkkkk/owl-mcp MCP server](https://glama.ai/mcp/servers/liftkkkk/owl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [![knaisoma/data-olympus MCP server](https://glama.ai/mcp/servers/knaisoma/data-olympus/badges/score.svg)](https://glama.ai/mcp/servers/knaisoma/data-olympus) 🐍 🏠 🍎 🪟 🐧 - Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance, validity windows, supersession chains, and status-aware retrieval of current in-force decisions and standards. `pip install data-olympus`
- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [![lithtrix/lithtrix-mcp MCP server](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) 📇 ☁️ 🍎 🪟 🐧 - Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared Commons pool under a stable `ltx_` key. Self-registration in one API call, no dashboard required. `npx lithtrix-mcp`
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [![rememb MCP server](https://glama.ai/mcp/servers/LuizEduPP/Rememb/badges/score.svg)](https://glama.ai/mcp/servers/LuizEduPP/Rememb) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [![lyonzin/knowledge-rag MCP server](https://glama.ai/mcp/servers/lyonzin/knowledge-rag/badges/score.svg)](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers.
- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [![Neotoma MCP server](https://glama.ai/mcp/servers/markmhendrickson/neotoma/badges/score.svg)](https://glama.ai/mcp/servers/markmhendrickson/neotoma) 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
- [max-ramas/rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp) [![max-ramas/rms-memory-mcp MCP server](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp) 🦀 🏠 🍎 🐧 🪟 - Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and Tree-sitter code indexes, per-project isolated vaults shared across IDEs (Cursor, Zed, Claude Code, Codex), bounded recall with abstain-on-low-confidence.
- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [![obsidian-mcp MCP server](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD, OAuth 2.0, and a self-describing vault guide.
- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for AI coding agents via MCP. Semantic vector search, hot/cold/archive context tiers, decision tracking, and Docker-based deployment with Qdrant.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [udjin-labs/mnemostack](https://github.com/udjin-labs/mnemostack) [![udjin-labs/mnemostack MCP server](https://glama.ai/mcp/servers/udjin-labs/mnemostack/badges/score.svg)](https://glama.ai/mcp/servers/udjin-labs/mnemostack) 🐍 🏠 🍎 🪟 🐧 - Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`
- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [![tverney/mcp-agent-memory MCP server](https://glama.ai/mcp/servers/tverney/mcp-agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) 📇 🏠 🍎 - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup`
- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [![memstate-mcp MCP server](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) 📇 ☁️ - Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.
- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) 🐍 🏠 🍎 🪟 🐧 - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships.
- [michielinksee/linksee-memory](https://github.com/michielinksee/linksee-memory) [![linksee-memory MCP server](https://glama.ai/mcp/servers/michielinksee/linksee-memory/badges/score.svg)](https://glama.ai/mcp/servers/michielinksee/linksee-memory) 📇 🏠 🍎 🪟 🐧 - Local-first cross-agent memory with a 6-layer structure, Ebbinghaus-style forgetting curve, and drift detection that catches when code diverges from past decisions. One SQLite file shared across Claude Code, Cursor, Codex, and Gemini — no account or API key. `npx linksee-memory`
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
- [mlorentedev/hive](https://github.com/mlorentedev/hive) [![hive MCP server](https://glama.ai/mcp/servers/mlorentedev/hive/badges/score.svg)](https://glama.ai/mcp/servers/mlorentedev/hive) 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.
- [TheGoatPsy/mneme](https://github.com/TheGoatPsy/mneme) [![mneme MCP server](https://glama.ai/mcp/servers/TheGoatPsy/mneme/badges/score.svg)](https://glama.ai/mcp/servers/TheGoatPsy/mneme) 🐍 🏠 🍎 🪟 🐧 - Vault-native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store.
- [mnlt/wellread](https://github.com/mnlt/wellread) [![wellread MCP server](https://glama.ai/mcp/servers/mnlt/wellread/badges/score.svg)](https://glama.ai/mcp/servers/mnlt/wellread) 📇 ☁️ - Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx wellread`, free.
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [![DuhoKim/NebulaMind MCP server](https://glama.ai/mcp/servers/DuhoKim/NebulaMind/badges/score.svg)](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) 🐍 ☁️ - Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth required. 
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [![mnemo-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [![ndjordjevic/pinrag MCP server](https://glama.ai/mcp/servers/ndjordjevic/pinrag/badges/score.svg)](https://glama.ai/mcp/servers/ndjordjevic/pinrag) 🐍 🏠 - RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.
- [nfemmanuel/iranti](https://github.com/nfemmanuel/iranti) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent shared memory for AI coding agents. Stores facts as `entity/key/value` triples with hybrid semantic search, task checkpoints, and conflict resolution — shared across Claude Code, Codex CLI, and GitHub Copilot.
- [NicolasPrimeau/artel](https://github.com/NicolasPrimeau/artel) [![NicolasPrimeau/artel MCP server](https://glama.ai/mcp/servers/NicolasPrimeau/artel/badges/score.svg)](https://glama.ai/mcp/servers/NicolasPrimeau/artel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination layer for AI agent fleets. Shared semantic memory, tasks, agent-to-agent messages, session handoffs, and a background archivist that synthesizes cross-agent knowledge. Any HTTP client participates — Claude Code, AutoGen, raw scripts.
- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
- [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [![novyx-mcp-desktop MCP server](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop/badges/score.svg)](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport.
- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first.
- [ontorata/ratary](https://github.com/ontorata/ratary) [![ontorata/ratary MCP server](https://glama.ai/mcp/servers/ontorata/ratary/badges/score.svg)](https://glama.ai/mcp/servers/ontorata/ratary) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent coding memory for AI assistants — hybrid search, knowledge graph, token-efficient context. MCP stdio (28 tools), npm `@ratary/mcp-server`, optional remote Streamable HTTP. Self-host D1, Postgres, MariaDB, or Docker.
- [oomkapwn/enquire-mcp](https://github.com/oomkapwn/enquire-mcp) [![oomkapwn/enquire-mcp MCP server](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp) 📇 🏠 🍎 🪟 🐧 - Long-term memory for AI agents (Claude Code/Desktop, Cursor, ChatGPT, Codex, OpenClaw) backed by a local Obsidian markdown vault. Hybrid retrieval (BM25 + ML embeddings + BGE reranker, RRF-fused), HNSW + int8 quantization, agentic RAG (HyDE + sub-question), GraphRAG-light (Louvain wikilink community detection), standalone Obsidian Bases, PDFs + Tesseract OCR. 46 tools, 19 MCP prompts, MIT, SLSA L2, zero cloud calls during serve. `npx -y @oomkapwn/enquire-mcp serve --vault <path>`
- [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/AgentBase1/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AgentBase1/mcp-server) 📇 ☁️ - AgentBase: open registry of agent instruction files for AI agents. Search and retrieve system prompts, skills, workflows, domain packs, and safety filters via MCP tools. 44 files, CC0-licensed, free.
- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.
- [paladini/mcp-me](https://github.com/paladini/mcp-me) [![paladini/mcp-me MCP server](https://glama.ai/mcp/servers/paladini/mcp-me/badges/score.svg)](https://glama.ai/mcp/servers/paladini/mcp-me) 📇 🏠 🍎 🪟 🐧 - Digital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+ public APIs (GitHub, Medium, Strava, Goodreads, etc.), 13 real-time plugins (Spotify, Last.fm, Steam), YAML-based profiles with privacy-first local storage. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.
- [Patdolitse/piia-engram](https://github.com/Patdolitse/piia-engram) [![Patdolitse/piia-engram MCP server](https://glama.ai/mcp/servers/Patdolitse/piia-engram/badges/score.svg)](https://glama.ai/mcp/servers/Patdolitse/piia-engram) 🐍 🏠 🍎 🪟 🐧 - Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (staging→verified), AES-256-GCM encryption, cross-tool sync. `pip install piia-engram`
- [papersflow-ai/papersflow-mcp](https://github.com/papersflow-ai/papersflow-mcp) [![papers-flow MCP server](https://glama.ai/mcp/servers/papersflow-ai/papers-flow/badges/score.svg)](https://glama.ai/mcp/servers/papersflow-ai/papers-flow) 📇 ☁️ - Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows.
- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [![pavelpilyak/devrecall MCP server](https://glama.ai/mcp/servers/pavelpilyak/devrecall/badges/score.svg)](https://glama.ai/mcp/servers/pavelpilyak/devrecall) 🏎️ 🏠 🍎 🐧 - Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into SQLite + FTS5 + on-device ONNX embeddings; exposes 15 tools, 3 resources, and 3 prompts so Claude Code, Cursor, and Codex can search and cite your past work. `brew install --cask pavelpilyak/devrecall/devrecall`
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents.
- [pathrule/mcp](https://github.com/pathrule/mcp) [![pathrule/mcp MCP server](https://glama.ai/mcp/servers/pathrule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp`
- [paultaki/ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp) [![ailooplibrary-mcp MCP server](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp) 🐍 🏠 ☁️ - Read-only access to the AI Loop Library catalog: 63+ bounded, verifiable agent work loops. `pick_loop_for_goal` recommends a loop for a stated goal and `render_run_protocol` emits an executable markdown protocol with verification, stop conditions, budgets, and approval gates. Single-file, stdlib-only stdio server.
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [![penfield-mcp MCP server](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ - - 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.
- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [![Perseus-Computing-LLC/perseus-vault MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) 🦀 🏠 🍎 🪟 🐧 - Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud.
- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [![peterbeck111/knowledgelib-io MCP server](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io/badges/score.svg)](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) 📇 ☁️ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required.
- [pfillion42/memviz](https://github.com/pfillion42/memviz) 📇 🏠 🍎 🪟 🐧 - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [![url-manager-mcp MCP server](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) 📇 🐍 🏠 🍎 🪟 🐧 - Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt && python server.py`
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [![Rarefied-Earth/groundwork MCP server](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork/badges/score.svg)](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) 📇 ☁️ - Hosted company-state MCP for operating SMBs (brand, voice, charter, priorities, entitled modules/skills). Anonymous public discovery at `https://connector.rarefied.earth/public/mcp` proves live value in under 10 seconds; tenant feed after trial. Official registry: `io.github.Rarefied-Earth/groundwork`. [Product](https://rarefied.earth/groundwork/)
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [![ravi-labs/mindmap-mcp-server MCP server](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory & context-handoff across AI tools — capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [![remembra MCP server](https://glama.ai/mcp/servers/remembra-ai/remembra/badges/score.svg)](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted.
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
- [riponcm/projectmem](https://github.com/riponcm/projectmem) [![projectmem MCP server](https://glama.ai/mcp/servers/riponcm/projectmem/badges/score.svg)](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex.
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [![Skitchy/rekindle MCP server](https://glama.ai/mcp/servers/Skitchy/rekindle/badges/score.svg)](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity engine that solves session orientation. Boot reports with gap detection and 100-point scoring, structured end-session capture with typed continuity records, and BM25 memory search. 7 tools, local SQLite + FTS5, zero API keys. `npx rekindle`
- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [![roampal-core MCP server](https://glama.ai/mcp/servers/roampal-ai/roampal-core/badges/score.svg)](https://glama.ai/mcp/servers/roampal-ai/roampal-core) 🐍 🏠 - Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.
- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [![notebooklm-mcp MCP server](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [![codecortex MCP server](https://glama.ai/mcp/servers/@rushikeshmore/codecortex/badges/score.svg)](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client.
- [rwnalds/engram](https://github.com/rwnalds/engram) [![rwnalds/engram MCP server](https://glama.ai/mcp/servers/rwnalds/engram/badges/score.svg)](https://glama.ai/mcp/servers/rwnalds/engram) 📇 🏠 - Second brain your agents read and write, over a git-backed markdown vault. Authority-aware search ranks superseded and archived notes below live ones (from frontmatter, no vector DB), so agents quote the current doc, not the dead one. Per-agent read-only or write tokens, a git audit trail of every change with diffs, a knowledge-graph dashboard, and Obsidian compatibility.
- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [![s60yucca/mnemos MCP server](https://glama.ai/mcp/servers/s60yucca/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/s60yucca/mnemos) 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor.
- [seanmarkwei/agentram-mcp](https://github.com/seanmarkwei/agentram-mcp) [![agentram-mcp MCP server](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp) 📇 ☁️ - Persistent memory for AI agents through a simple key-value HTTP API. No vector database or embeddings required. Store, retrieve, search, and share memory across agents with shared namespaces and TTL support. `npx -y agentram-mcp`
- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [![SagaPeak/artifacta-mcp MCP server](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`).
- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [![SAIHM-Admin/saihm-mcp MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Sovereign, encrypted, persistent memory for AI agents. Eight MCP tools — remember, recall, forget (GDPR Art. 17 erasure), share. Anchored on COTI V2 mainnet. Apache-2.0. Install: `npx -y @saihm/mcp-server`.
- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [![SaravananJaichandar/world-model-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.
- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [![sachitrafa/YourMemory MCP server](https://glama.ai/mcp/servers/sachitrafa/YourMemory/badges/score.svg)](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory`
- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [![Schubeler-Consulting/knowmind MCP server](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind/badges/score.svg)](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) 📇 ☁️ - AI agent memory and knowledge graph, hosted in Germany (GDPR-compliant). Hybrid recall (BM25 + vector + Neo4j graph hops with cross-encoder rerank), typed relations, and bi-temporal store across sessions via MCP. Works with Claude, ChatGPT, and Cursor. `npx -y knowmind mcp`
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [![SecurityRonin/alaya MCP server](https://glama.ai/mcp/servers/SecurityRonin/alaya/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/alaya) 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [![docx-mcp MCP server](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [![sheawinkler/ContextLattice MCP server](https://glama.ai/mcp/servers/sheawinkler/context-lattice/badges/score.svg)](https://glama.ai/mcp/servers/sheawinkler/context-lattice) 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity.
- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [![writerslogic/scrivener-mcp MCP server](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp/badges/score.svg)](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. `npm i -g scrivener-mcp`
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [![ShipItAndPray/mcp-memory MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) 📇 🏠 🍎 🪟 🐧 - Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies.
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [![statelessagent MCP server](https://glama.ai/mcp/servers/sgx-labs/statelessagent/badges/score.svg)](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [![s-age MCP server](https://glama.ai/mcp/servers/l33tdawg/s-age/badges/score.svg)](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 🪟 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
- [laradji/deadzone](https://github.com/laradji/deadzone) [![laradji/deadzone MCP server](https://glama.ai/mcp/servers/laradji/deadzone/badges/score.svg)](https://glama.ai/mcp/servers/laradji/deadzone) 🏎️ 🏠 🍎 🐧 - Local-first semantic search over library docs. Single Go binary, MCP stdio, vector index pinned to the binary version. Like Context7 with the internet off. Pre-built index DB auto-fetched on first launch and SHA256-verified, then zero network. Also available as `docker run --rm -i ghcr.io/laradji/deadzone server`. Listed in the official MCP Registry as `io.github.laradji/deadzone`.
- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [![leonardsellem/hypermnesic MCP server](https://glama.ai/mcp/servers/leonardsellem/hypermnesic/badges/score.svg)](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.
- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [![owl-mcp MCP server](https://glama.ai/mcp/servers/liftkkkk/owl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [![rps321321/obsidian-mcp-pro MCP server](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed.
- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [![Semiotronika/LINZA-MCP MCP server](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) 🐍 🏠 🍎 🪟 🐧 - Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp`
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) 📇 🏠 🍎 🪟 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [![smriti MCP server](https://glama.ai/mcp/servers/@Smriti-AA/smriti/badges/score.svg)](https://glama.ai/mcp/servers/@Smriti-AA/smriti) 🦀 🏠 🍎 🪟 🐧 - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [![yusufkaraaslan/Skill_Seekers MCP server](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers/badges/score.svg)](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.
- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [![stevepridemore/graph-memory MCP server](https://glama.ai/mcp/servers/stevepridemore/graph-memory/badges/score.svg)](https://glama.ai/mcp/servers/stevepridemore/graph-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity (`valid_at`/`invalid_at`), per-type weighted decay, contradiction detection, and a nightly "dream" extraction process. Local bge-small-en embeddings, no API keys. Optional OAuth 2.1 + Cloudflare Tunnel for cross-device use across Claude Code, Desktop, web, and iOS.
- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [![SubDownload/subdownload-mcp MCP server](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [![threadctx-dev/threadctx-mcp MCP server](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Shared team memory for AI coding agents. Decisions, fixes, and gotchas persist per repo and are shared across Claude Code, Cursor, and any MCP client — what one teammate's agent learns, everyone's agents remember. Local-first, zero-dependency. `npx -y threadctx-mcp`
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) 🏎️ 🏠 🍎 🪟 🐧 - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) 📇 ☁️ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.
- [topskychen/tilde](https://github.com/topskychen/tilde) 🐍 🏠 - Your AI agents' home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.
- [tstockham96/engram](https://github.com/tstockham96/engram) [![engram MCP server](https://glama.ai/mcp/servers/@tstockham96/engram/badges/score.svg)](https://glama.ai/mcp/servers/@tstockham96/engram) 📇 🏠 🍎 🪟 🐧 - Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO benchmark using 96% fewer tokens than full-context approaches.
- [teampolarity/cosmos-mcp](https://github.com/teampolarity/cosmos-mcp) [![teampolarity/cosmos-mcp MCP server](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp) 📇 ☁️ 🏠 🍎 - Personal knowledge graph shared across MCP clients. Account-keyed and portable as a `.polarity` file, with sources for iMessage, browser history, calendar, Claude Desktop transcripts, shell history, Notion, and Obsidian. `npx -y @polarity-lab/cosmos-mcp`
- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) 🐍 🏠 - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies beyond Python 3.8. Built across 938 conversations.
- [TT-Wang/cortex-plugin](https://github.com/TT-Wang/cortex-plugin) [![cortex-plugin MCP server](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin) 🐍 🏠 🍎 🐧 - Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor` preflight, graceful FTS-only degraded mode when `claude` CLI missing. MIT.
- [TyKolt/kremis](https://github.com/TyKolt/kremis) [![kremis MCP server](https://glama.ai/mcp/servers/TyKolt/kremis/badges/score.svg)](https://glama.ai/mcp/servers/TyKolt/kremis) 🦀 🏠 🍎 🪟 🐧 - Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for byte-identical audit. Local-first via redb (ACID). **Alpha**.
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
- [samvallad33/vestige](https://github.com/samvallad33/vestige) [![samvallad33/vestige MCP server](https://glama.ai/mcp/servers/samvallad33/vestige/badges/score.svg)](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients.
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
- [vornicx/Midas](https://github.com/vornicx/Midas) [![vornicx/Midas MCP server](https://glama.ai/mcp/servers/vornicx/Midas/badges/score.svg)](https://glama.ai/mcp/servers/vornicx/Midas) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first memory for long-horizon AI agents with no LLM at ingest — $0 per message, zero data egress, verbatim source-traceable recall. Typed belief revision, selective forgetting, and a provenance guard that blocks memory-justified destructive actions unless user-confirmed. One `midas init` wires Claude Code, Cursor, Codex, and 6 more clients to one shared SQLite memory; local web inspector and hash-chained audit log. Benchmarked on LongMemEval/LoCoMo/BEAM with one-command repros — including published negatives. `uvx midas-memory-mcp` or `npx -y midas-memory-mcp`
- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [![Abhigyan-Shekhar/Waggle-mcp MCP server](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [![wazionapps/nexo MCP server](https://glama.ai/mcp/servers/wazionapps/nexo/badges/score.svg)](https://glama.ai/mcp/servers/wazionapps/nexo) 🐍 🏠 - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [![whynowlab/jarvis-orb MCP server](https://glama.ai/mcp/servers/whynowlab/jarvis-orb/badges/score.svg)](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) 🐍 🏠 - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
- [wnbhr/being](https://github.com/wnbhr/being) [![wnbhr/being MCP server](https://glama.ai/mcp/servers/wnbhr/being/badges/score.svg)](https://glama.ai/mcp/servers/wnbhr/being) 📇 ☁️ - Personality Runtime for AI agents — persistent memory, identity (SOUL), and relationships that travel across Claude, OpenClaw, Mistral, and any MCP client.
- [Wuesteon/lean-memory](https://github.com/Wuesteon/lean-memory) [![Wuesteon/lean-memory MCP server](https://glama.ai/mcp/servers/Wuesteon/lean-memory/badges/score.svg)](https://glama.ai/mcp/servers/Wuesteon/lean-memory) 🐍 🏠 🍎 🪟 🐧 - Embedded, local-first agent memory in a single SQLite file per namespace (vec0 + FTS5 hybrid retrieval). ADD-only history queryable as-of any past time; offline sleep-time maintenance stages dedupe/summarize/evict proposals a human reviews. No Docker, no server, no cloud key. `pip install 'lean-memory[mcp]'`
- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [![TheStack-ai/waypath MCP server](https://glama.ai/mcp/servers/TheStack-ai/waypath/badges/score.svg)](https://glama.ai/mcp/servers/TheStack-ai/waypath) 📇 🏠 - Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.
- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [![zzhang82/Agent-Memory-Bridge MCP server](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge/badges/score.svg)](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) 🐍 🏠 - MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [![teolex2020-aurasdk MCP server](https://glama.ai/mcp/servers/teolex2020-aurasdk/badges/score.svg)](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [![arthor-agent MCP server](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent/badges/score.svg)](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - ...
- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [![yakuphanycl/instinct MCP server](https://glama.ai/mcp/servers/yakuphanycl/instinct/badges/score.svg)](https://glama.ai/mcp/servers/yakuphanycl/instinct) 🐍 🏠 🍎 🪟 🐧 - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits ≥5 → mature, ≥10 → rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [![Wynelson94/longhand MCP server](https://glama.ai/mcp/servers/Wynelson94/longhand/badges/score.svg)](https://glama.ai/mcp/servers/Wynelson94/longhand) 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.
- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [![agentcivics/agentcivics MCP server](https://glama.ai/mcp/servers/agentcivics/agentcivics/badges/score.svg)](https://glama.ai/mcp/servers/agentcivics/agentcivics) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui. Soulbound identities, on-chain memories, reputation, refusal records. Hosted at `agentcivics.ai/mcp` (read-only, no install) or `@agentcivics/mcp-server` on npm (full write surface). Includes a gas-sponsor relay so registration doesn't require a pre-funded wallet.
- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [![STiFLeR7/memex MCP server](https://glama.ai/mcp/servers/STiFLeR7/memex/badges/score.svg)](https://glama.ai/mcp/servers/STiFLeR7/memex) 🐍 🏠 🍎 🪟 🐧 - Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed.
- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [![agent-memory MCP server](https://glama.ai/mcp/servers/xChuCx/agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/xChuCx/agent-memory) 🏎️ 🏠 🍎 🪟 🐧 - Git-native project memory for coding agents: Markdown source of truth committed to your repo, reviewable staged updates (`review --diff` → `apply`), secret/PII-safe, branch-aware — no cloud, no vector DB.
- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [![zzallirog/weighted-compact MCP server](https://glama.ai/mcp/servers/zzallirog/weighted-compact/badges/score.svg)](https://glama.ai/mcp/servers/zzallirog/weighted-compact) 🐍 🏠 - Inspectable memory substrate for Claude Code. Three read-only MCP tools (search_pairs, compact_session, substrate_info) over a local-first, signal-scored parse of `~/.claude/projects/`. Per-pair scores are numpy columns on disk, not opaque vectors in a service. Zero outbound calls (CI-enforced).
- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [![tribal-memory/tribal MCP server](https://glama.ai/mcp/servers/tribal-memory/tribal/badges/score.svg)](https://glama.ai/mcp/servers/tribal-memory/tribal) 🦀 🏠 - Self-hosted semantic memory server, served over MCP, for an engineering team's tribal knowledge: the tacit decisions and hard-won reasoning behind the code, captured once and kept queryable for the team and the agents they work with. Postgres-backed (pgvector).
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [![Metis MCP server](https://glama.ai/mcp/servers/SVerITG/Metis/badges/score.svg)](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟  🐧 - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [![syndicalt/zaxy MCP server](https://glama.ai/mcp/servers/syndicalt/zaxy/badges/score.svg)](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io)
- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [![mnemoverse/mcp-memory-server MCP server](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server/badges/score.svg)](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
- [zcag/tela](https://github.com/zcag/tela) [![zcag/tela MCP server](https://glama.ai/mcp/servers/zcag/tela/badges/score.svg)](https://glama.ai/mcp/servers/zcag/tela) 🏎️ 🏠 ☁️ - Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Go + Postgres. `npx tela-mcp`
- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [![VonderVuflya/Yggdrasil MCP server](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil/badges/score.svg)](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp`
- [Yarmoluk/ckg-mcp](https://github.com/Yarmoluk/ckg-mcp) [![Yarmoluk/ckg-mcp MCP server](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) 🐍 🏠 - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context — agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8× RAG's F1 at 11× fewer tokens, ~42× RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp`
- [teflon07/memkeeper](https://github.com/teflon07/memkeeper) [![teflon07/memkeeper MCP server](https://glama.ai/mcp/servers/teflon07/memkeeper/badges/score.svg)](https://glama.ai/mcp/servers/teflon07/memkeeper) 🦀 🏠 🍎 🐧 - Local-first memory for AI agents: a single self-contained Rust binary over one SQLite file. Hybrid BM25/FTS + on-device ONNX embeddings + cross-encoder rerank; abstains instead of returning a confident wrong memory. No server, no API key, zero marginal cost. `memkeeper mcp`
- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [![yamantaka520/Agent-Memory-OS MCP server](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS/badges/score.svg)](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory engine for AI-agent teams: private/team/project ACL (a hard gate before ranking), associative recall, and federated sync where revocation propagates across nodes. SQLite + FTS5, no LLM required; MCP server + web console included. `pip install 'agent-memory-os[mcp]'`
- [ohad6k/emulo](https://github.com/ohad6k/emulo) [![ohad6k/emulo MCP server](https://glama.ai/mcp/servers/ohad6k/emulo/badges/score.svg)](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`.
- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [![ctxfile/ctxfile MCP server](https://glama.ai/mcp/servers/ctxfile/ctxfile/badges/score.svg)](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Local-first MCP server that snapshots your project's working state — files, git, plan, and decisions — into one structured context object and hands it to any MCP client in a single call. Save a session in one agent, continue it in another. Zero network calls by default; read-only over your project. Works with Claude Code, Cursor, and any MCP client. `npx -y ctxfile`
- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [![atakanelik34/Bilinc MCP server](https://glama.ai/mcp/servers/atakanelik34/Bilinc/badges/score.svg)](https://glama.ai/mcp/servers/atakanelik34/Bilinc) 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory that keeps an audit trail. Three tools — `commit_mem`, `recall`, `status` — where each write carries provenance (which run, tool, or operator produced it), contradictions with prior state surface as inspectable changes rather than silent overwrites, and a bad run is recovered from a snapshot instead of repaired by hand. `pip install -U bilinc`

### ⚖️ <a name="legal"></a>Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [![regintel-mcp MCP server](https://glama.ai/mcp/servers/ad0750/regintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ad0750/regintel-mcp)🐍 ☁️ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks.
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [![mcp-eu-ai-act MCP server](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act/badges/score.svg)](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
- [atomno-labs/mcp-sudact](https://github.com/atomno-labs/mcp-sudact) [![atomno-labs/mcp-sudact MCP server](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact/badges/score.svg)](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [![atomno-mcp/mcp-fssp MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [![aydincan/turk-hukuku-mevzuat-mcp MCP server](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: `uvx turk-hukuku-mevzuat-mcp`.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
- [cm2489/oravan](https://github.com/cm2489/oravan) [![cm2489/oravan MCP server](https://glama.ai/mcp/servers/cm2489/oravan/badges/score.svg)](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill decodes (bilingual EN/ES), representative lookup by ZIP with district-office phone numbers, and what’s-moving urgency ranking. Read-only, keyless, no accounts. Remote server at oravan.org/api/mcp/mcp, listed in the MCP registry as org.oravan/mcp.
- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [![conformi-search MCP server](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [![djtellado/nexus-legal-mcp MCP server](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers.
- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [![edithatogo/fyi-cli MCP server](https://glama.ai/mcp/servers/edithatogo/fyi-cli/badges/score.svg)](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`.
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [![gavelin-ai/mcp MCP server](https://glama.ai/mcp/servers/gavelin-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [![Lex-API/lexapi-mcp MCP server](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex — 10 tools for structured search, CELEX/URL document fetch, recent Official Journal publications, inbound/outbound citation graph, and semantic search over case law + legislation. FREE tier available; semantic tools require a paid plan. Install: `npx -y @lexapi/mcp`.
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [![lmaniraruta/license-verify-mcp MCP server](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond, and insurance from official state data (WA L&I live, CA CSLB beta). Agent-payable pay-per-success, MCP-native.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [![NexusFeed/nexusfeed-mcp MCP server](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [![open-agreements/open-agreements MCP server](https://glama.ai/mcp/servers/open-agreements/open-agreements/badges/score.svg)](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [![Pactlio-ai/pactlio-mcp MCP server](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools for AI agents: statute-cited requirements per contract type × US state/country, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis. Anonymous remote server at www.pactlio.com/api/mcp, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.pactlio/contracts).
- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [![Patent-PreCheck/patent-precheck-mcp MCP server](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code — USPTO statutory pillar scores (§101 eligibility, §102 novelty, §103 non-obviousness, §112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`.
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [![philrox/ris-mcp-ts MCP server](https://glama.ai/mcp/servers/philrox/ris-mcp-ts/badges/score.svg)](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.
- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [![ptrinh/finalnotice-mcp MCP server](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key — tools: `list_jurisdictions`, `preview_demand_letter`, `generate_demand_letter`. Hosted Streamable HTTP at finalnotice.io/mcp.
- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [![korean-rnd-regs-mcp MCP server](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.
- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [![smythmyke/patent-search-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`.
- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [![Vaquill-AI/canlii-mcp MCP server](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
### 🗺️ <a name="location-services"></a>Location Services

Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [![qinisolabs/floodwise MCP server](https://glama.ai/mcp/servers/qinisolabs/floodwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - England flood-risk by postcode from official Environment Agency open data (OGL) — long-term risk band, or an honest "not found" outside England.
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [![APOGEOAPI/apogeoapi-mcp MCP server](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [![bamwor-mcp-server MCP server](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [![baphometnxg/aloha-fyi-mcp MCP server](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - First dedicated Hawaii tourism MCP server. 2,583 bookable tours from Viator, GetYourGuide, Klook, and Groupon, plus 579 events across 70+ venues on Oahu, Maui, Big Island, and Kauai. Results ship with affiliate booking links. Hosted Streamable HTTP endpoint — no install required. Powered by [aloha.fyi](https://aloha.fyi).
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IP address geolocation and network information using IPInfo API
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [![cturkieh/france-data-mcp MCP server](https://glama.ai/mcp/servers/cturkieh/france-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) 📇 ☁️ 🏠 - French territorial intelligence MCP — cross-references public registries (FINESS healthcare facilities, RPPS health professionals, INSEE companies, IGN geocoding) for multi-source agentic reasoning over French open data.
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [![discava/mcp-server](https://glama.ai/mcp/servers/discava/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/discava/mcp-server)
- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [![Flightmussy/castlemap-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query 2,400 castles, fortresses and palaces across 131 countries (coordinates, founding dates, fame ranking, Wikipedia summaries) from the open CC0 Castlemap dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted.
- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [![Vortx-AI/emem MCP server](https://glama.ai/mcp/servers/Vortx-AI/emem/badges/score.svg)](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Earth memory MCP server that gives AI agents signed geospatial facts and cite-able receipts for place-based questions. Covers elevation, land cover, surface water, vegetation, and built-up context. Public endpoint at `https://emem.dev/mcp`.
- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [![markpdxt/dronelytics-mcp MCP server](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [![gaopengbin/cesium-mcp MCP server](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [![GeiserX/pumperly-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
- [geowire/geowire](https://github.com/geowire/geowire) [![geowire/geowire MCP server](https://glama.ai/mcp/servers/geowire/geowire/badges/score.svg)](https://glama.ai/mcp/servers/geowire/geowire) 📇 🏠 🍎 🪟 🐧 - Location intelligence gateway across 10 providers (OpenStreetMap, OSRM, Google, Yelp, Foursquare, US Census, Kakao, Naver, Baidu, your own CSV): place search, geocoding, directions + distance matrices, travel-time isochrones, and commercial-area analysis (category density, ratings, demographics). Multi-provider merge + dedup with per-field provenance, cost budgets, and a policy engine that enforces each provider’s caching/attribution terms. Works with zero API keys. `npx -y @geowirehq/mcp`
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️  - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Get weather information from https://api.open-meteo.com API.
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [![arcgis-mcp-bridge MCP server](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) 🐍 🏠 🪟 - Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC, with worker-process isolation, PathGuard filesystem boundaries, and 100 geoprocessing tools.
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [![cablate/mcp-google-map MCP server](https://glama.ai/mcp/servers/cablate/mcp-google-map/badges/score.svg)](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definitions, and standalone exec CLI mode.
- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [![offnadir-delta-mcp MCP server](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live, geolocated world-event intelligence and a Daily World Brief for AI agents — query event signals (coordinates, severity, sources), hotspots, and satellite imagery (Sentinel-1/2 etc), plus an OSINT/GEOINT analyst. Streamable HTTP + OAuth; free tier, token-metered.
- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [![PostalDataPI/postaldatapi-mcp MCP server](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at $0.000028/query with 1,000 free queries on signup.
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [![sthan-io/mcp-server MCP server](https://glama.ai/mcp/servers/sthan-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward/reverse geocoding, and IP geolocation via sthan.io APIs. 8 tools, free tier available. `npx @sthan/mcp-server`
- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) [![vibecodebeast/swath-mcp MCP server](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail/wind storm detection and affected-property intelligence for the continental US — NOAA MRMS swath detection, per-address storm history, area monitors with webhook + email alerts, emailed reports, and swath maps. Hosted Streamable HTTP endpoint at `https://swathapi.com/mcp` (9 tools, free tier).
- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [![ThinAir Geo MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Location & routing intelligence for AI agents — geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️  - Accurate weather forecasts via the AccuWeather API (free tier available).
- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [![tools-mcp/vessel-traffic-mcp MCP server](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carrier schedules, vessel schedules, and delay heuristics with source attribution and BYOK provider support.
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [![geolabel-mcp MCP server](https://glama.ai/mcp/servers/geolabel/geolabel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) 🐍 ☁️ - GPS coordinates to AI-ready location context — returns place name, stable category (gym, supermarket, restaurant…), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
- [xyver/daedal-map](https://github.com/xyver/daedal-map) [![DaedalMap MCP server](https://glama.ai/mcp/servers/xyver/daedal-map/badges/score.svg)](https://glama.ai/mcp/servers/xyver/daedal-map) 🐍 ☁️ - Geographic data packs for disasters, FX rates, and global indicators. New geospatial data packs weekly. Free and x402-paid execution lanes via MCP and HTTP API.
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
- [930m310n/geomelon-mcp](https://github.com/930m310n/geomelon-mcp) [![930m310n/geomelon-mcp MCP server](https://glama.ai/mcp/servers/930m310n/geomelon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/930m310n/geomelon-mcp) 🎖️ 📇 ☁️ - Cities, countries, regions, and languages with multilingual names (50 languages) and a free keyless autocomplete tool. Also runs a public hosted instance at `https://mcp.geomelon.dev/mcp`, no signup required.

### 🎯 <a name="marketing"></a>Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [![AIOProductOS/studio-mcp MCP server](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio`
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [![acamolese/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [![Agent-Prod/muze-mcp MCP server](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) 🎖️ 🐍 ☁️ - Run your ecommerce ads from Claude & ChatGPT. Meta, Google, Amazon and Shopify: 150+ tools to read performance, inspect campaigns, research competitor ads, and take confirm-gated writes (pause, budgets, launches) that always stage paused. Hosted; connect via OAuth or an API key at https://backend.muzecmo.com/mcp
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [![atomno-mcp/mcp-erid MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - MCP-проверка маркировки интернет-рекламы (erid/ЕРИР): валидация токена, аудит страницы на соответствие 38-ФЗ. Волна 1, роль «читалки», ответственность не на нас
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [![AutomateLab-tech/seo-performance-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [![askads/mcp-vk-ads MCP server](https://glama.ai/mcp/servers/askads/mcp-vk-ads/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-vk-ads) 📇 ☁️ - VK Ads (VK Реклама) API — manage ad plans, ad groups, banners, and pull statistics. Read + write.
- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [![wpgoldmine-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - MCP server to find WordPress and WooCommerce plugin opportunities: large, established plugins weakened by abandonment, low ratings, or poor support that you could realistically replace. Powered by wpgoldmine.io.
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [![Brand-System/brandsystem-mcp MCP server](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync.
- [BRNDMK/brandomica-mcp-server](https://github.com/BRNDMK/brandomica-mcp-server) [![brandomica-mcp-server MCP server](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server) 📇 ☁️ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness.
- [camlowe/mcp-server-reddit-ads](https://github.com/camlowe/mcp-server-reddit-ads) [![camlowe/mcp-server-reddit-ads MCP server](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads/badges/score.svg)](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads) 📇 🏠 - Reddit Ads API v3 with working write operations and tiered write-safety controls (read, safe, spend). Manage campaigns, ad groups, ads, budgets, bids, and targeting, pull performance reports, and mint OAuth credentials with a built-in auth command.
- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [![carlosalvite/foundersignal-mcp MCP server](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [![citedy-seo-agent MCP server](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent/badges/score.svg)](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot.
- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [![competlab-mcp-server MCP server](https://glama.ai/mcp/servers/competlab/competlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [![Agent SEO Engine MCP server](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing.
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [![epistemedeus/ai-readiness MCP server](https://glama.ai/mcp/servers/epistemedeus/ai-readiness/badges/score.svg)](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`.
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [![mikusnuz/meta-ads-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [![mukul-dutt/mentionsapi-mcp MCP server](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI recommends your brand — mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot.
- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly.
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [![grovs-io/mcp MCP server](https://glama.ai/mcp/servers/grovs-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [![hermoso-ai/hermoso MCP server](https://glama.ai/mcp/servers/hermoso-ai/hermoso/badges/score.svg)](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI ad studio for agents: generate finished video, image, and UGC avatar ads for any brand (script, voiceover, music, brand end card), and research competitor ads across the Meta, Google, and LinkedIn ad libraries plus TikTok/Instagram/YouTube organic. 52 tools. Install: `npx -y hermoso mcp`, or connect to the hosted endpoint at `app.hermoso.ai/mcp`. Free signup grant, no card.
- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [![sarefe12-sudo/visibilityradar-mcp MCP server](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp`
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [![mailchimp-mcp MCP server](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [![dkships/substack-publisher-mcp MCP server](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications.
- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [![drjerryrelth/ghl-command-feedback MCP server](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback/badges/score.svg)](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) 📇 🏠 🍎 🪟 🐧 - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server).
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [![Davison-Francis/min8t-sdks MCP server](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - `@deliveriq/mcp` — email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
- [logly/mureo](https://github.com/logly/mureo) [![logly/mureo MCP server](https://glama.ai/mcp/servers/logly/mureo/badges/score.svg)](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [![live-direct-marketing/ldm-inbox-check-mcp MCP server](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp/badges/score.svg)](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) 📇 ☁️ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`.
- [LLM-Pulse/llmpulse-mcp](https://github.com/LLM-Pulse/llmpulse-mcp) [![LLM-Pulse/llmpulse-mcp MCP server](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp) 🎖️ ☁️ - Hosted MCP server for LLM Pulse AI visibility analytics, including brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console, and AI traffic via a Streamable HTTP endpoint.
- [localseodata/mcp-server](https://github.com/localseodata/mcp-server) [![localseodata/mcp-server MCP server](https://glama.ai/mcp/servers/localseodata/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/localseodata/mcp-server) 📇 ☁️ - 42 local SEO tools for AI assistants. SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans, AI visibility scoring, and competitive analysis. Install: `npx @localseodata/mcp-server` or connect to the hosted endpoint at `mcp.localseodata.com`.
- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [![mcp-mailboxvalidator MCP server](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator/badges/score.svg)](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️  - Validates email addresses to reduce email bounces during marketing campaigns.
- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [![marykovziridze/screaming-frog-mcp MCP server](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) 🐍 🏠 - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️  - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [![pucilpet/crawlgraph-mcp MCP server](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via [CrawlGraph](https://crawlgraph.com). 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: `npx -y crawlgraph-mcp`.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [![Nolas-Shadow/agent1st-ads-mcp MCP server](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/).
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [![maxaeo/maxaeo-ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, Codex, Cursor, and other agents. Checks AI crawler access, robots, sitemap, canonical, metadata, noindex, and JSON-LD; returns local-only and technical foundation scores, top issues, and action plans. Install: `npx -y maxaeo-ai-visibility-mcp`.
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [![MendleM/Pipepost MCP server](https://glama.ai/mcp/servers/MendleM/pipepost/badges/score.svg)](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow — all as local stdio, no cloud relay.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [![optifeed/optifeed-radar MCP server](https://glama.ai/mcp/servers/optifeed/optifeed-radar/badges/score.svg)](https://glama.ai/mcp/servers/optifeed/optifeed-radar) 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity real buyer questions and scores whether a brand or its products are actually recommended (AI visibility, GEO/AEO). Brand and product checks, competitor share of voice, cited sources; runs locally with your own API keys.
- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [![opusforge/gorilla-mcp MCP server](https://glama.ai/mcp/servers/opusforge/gorilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app).
- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [![PascaleBeier/hitkeep MCP server](https://glama.ai/mcp/servers/PascaleBeier/hitkeep/badges/score.svg)](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-first web analytics with a read-only MCP server for aggregate traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting.
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [![pghdma/callrail-mcp MCP server](https://glama.ai/mcp/servers/pghdma/callrail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`.
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [![pickelfintech/sentisift-sdks MCP server](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [![qr-maker-io/mcp-server MCP server](https://glama.ai/mcp/servers/qr-maker-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages. Install: `npx @qr-maker/mcp-server --api-key=YOUR_KEY`.
- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [![krissanders/ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP.
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [![ai-visibility MCP server](https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg)](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [![search-atlas-mcp-server MCP server](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️  - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
  brand visibility monitoring via 16 specialized tools.
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [![SEOcrawl/seocrawl-mcp MCP server](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management — all from chat.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
 - [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [![Synter-Media-AI/mcp-server MCP server](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language.
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [![Sweeppea-Development-Lab/sweeppea-mcp-info MCP server](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info/badges/score.svg)](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) 📇 ☁️ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription.
- [trysonar/mcp](https://github.com/trysonar/mcp) [![trysonar/mcp MCP server](https://glama.ai/mcp/servers/trysonar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/trysonar/mcp) 📇 ☁️ - App Store Optimization for AI agents — keyword research with difficulty and popularity scores, daily rank tracking, review mining, competitor gap analysis, and revenue estimation across the iOS App Store and Google Play. 32 tools. `npx @sonarapp/mcp`
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [![TopicForge/topicforge-mcp MCP server](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) 📇 ☁️ - Programmatic SEO batch jobs for agents: `run_batch`, `get_batch_status`, `export_markdown`, plus topic cluster, FAQ schema, and meta description tools. Pay per article, no subscription. Install: `npx -y @topicforge/mcp`.
- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [![whdrnr2583-cmd/token-meter MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) 📇 🏠 🍎 🪟 🐧 - Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost, per-MCP/per-tool breakdown, hourly distribution, and session drill-down — your data never leaves your machine.
- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [![salesforce-marketing-mcp MCP server](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [![andrealufino/aapl-ads-mcp MCP server](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) 📇 - 
- [smythmyke/markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server) [![smythmyke/markitup-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server) 📇 ☁️ - AI image annotation and marketing-visual generator powered by [MarkItUp](https://markitup.app). Five tools: generate polished marketing visuals from a screenshot (Claude writes copy → Gemini renders across 50+ templates including glassmorphic, bold marketing, documentation, and app store), regen, AI outpaint, and HD background removal. Install: `npx -y markitup-mcp-server`.
- [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [![AppVisionOS/apple-search-ads-mcp MCP server](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with **1:1 endpoint coverage** — 74 typed tools across campaigns, ad groups, ads, creatives, custom product pages, targeting + negative keywords, performance reports, async impression-share reports, budget orders, ACLs, app/geo discovery, and rejection-reason audits. Multi-org support via per-call override. Install: `npm i -g apple-search-ads-mcp`.
- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [![OrbiAds/Orbiads-GAM-MCP MCP server](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP/badges/score.svg)](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Hosted Google Ad Manager MCP server for Claude, ChatGPT, Gemini, and Codex. 200+ tools across campaign management, line items, creatives (image/video/HTML5/native), interactive reporting, inventory exploration, and ad-ops compliance audits. OAuth on-behalf-of-user, GAM API v202602. Free trial at [orbiads.com](https://orbiads.com) — 5 credits, no credit card.
- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [![Natden444/pickanagency-mcp MCP server](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search 47,000+ marketing agencies and get AI-matched with fitted agencies (Get Matched engine), from [Pick an Agency](https://www.pickanagency.com).
- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [![atomno-mcp/mcp-seo-audit MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audit powered by the detail.web engine. `audit_site(url)` returns a 0-100 health score, issues across 8 categories, and a GEO (Generative Engine Optimization) sub-score for visibility in AI search (ChatGPT, Perplexity, Google AI Overviews). Plus validators for robots.txt, sitemap.xml, JSON-LD, and meta tags. Install: `pipx install atomno-mcp-seo-audit`.
- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [![antohins/seo-tools-mcp MCP server](https://glama.ai/mcp/servers/antohins/seo-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Five read-only SEO servers for the Google/Yandex (RU/CIS) market: SERP (XMLStock), Yandex Wordstat, Google Search Console (Search Analytics + URL Inspection), Yandex.Webmaster, and Yandex.Metrica. ~38 tools, multi-account, OAuth with auto-refresh. Install: `npx -y seo-tools-mcp-<server>`.
- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [![AutomateLab-tech/ai-seo-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`.

### 📊 <a name="monitoring"></a>Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

- [adanb13/cirdan](https://github.com/adanb13/cirdan) [![adanb13/cirdan MCP server](https://glama.ai/mcp/servers/adanb13/cirdan/badges/score.svg)](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [![agentkitai/agentlens MCP server](https://glama.ai/mcp/servers/agentkitai/agentlens/badges/score.svg)](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via `npx -y @agentlensai/mcp`; also ingests OpenTelemetry GenAI traces.
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [![alilxxey/openobserve-community-mcp MCP server](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [![antonio-mello-ai/mcp-redis-monitor MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`.
- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [![argosvix/mcp-server MCP server](https://glama.ai/mcp/servers/argosvix/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: `npx -y @argosvix/mcp-server`.
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [![arnavranjan005/mcp-telemetry MCP server](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry/badges/score.svg)](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` — no polling, and a job started in one session can be watched from a completely different one.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [![alimuratkuslu/byok-observability-mcp MCP server](https://glama.ai/mcp/servers/alimuratkuslu/byok-observability-mcp/badges/score.svg)](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [![bmdhodl/agent47 MCP server](https://glama.ai/mcp/servers/bmdhodl/agent47/badges/score.svg)](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [![clamp-sh/mcp MCP server](https://glama.ai/mcp/servers/clamp-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [![dragogargo/mcp-sysmon MCP server](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon/badges/score.svg)](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [![enmanuelmag/heimdall-mcp](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. `npx @cardor/heimdall-mcp`
- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [![esp4ce/infra-mcp MCP server](https://glama.ai/mcp/servers/esp4ce/infra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check service health (systemd/journald), retrieve bounded logs, inspect DB state, and explore table schemas — without terminal access. Allowlist-gated, append-only audit log. `pip install infra-mcp`.
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with website change monitoring — schedule recurring checks on tracked pages and get notified with diffs when content changes. Also on-demand scrape, crawl, search, and extract.
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [![GeiserX/duplicacy-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [![GeiserX/genieacs-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [![unofficial-forti-monitor-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [![webmin-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [![GT-dinuo/server-ops-mcp MCP server](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server ops via AI: log troubleshooting, CPU/memory/disk monitoring, code edit, Nginx & certificate management. Local or SSH-remote with two-step confirmation, command whitelist, and secret redaction. Install: `npx -y server-ops-mcp`.
- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [![hugoles/langfuse-mcp MCP server](https://glama.ai/mcp/servers/hugoles/langfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as `npx -y langfuse-mcp` with provenance-signed releases.
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [![iris-eval/mcp-server MCP server](https://glama.ai/mcp/servers/iris-eval/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ -  Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
- [ingero-io/ingero](https://github.com/ingero-io/ingero) [![ingero-io/ingero MCP server](https://glama.ai/mcp/servers/ingero-io/ingero/badges/score.svg)](https://glama.ai/mcp/servers/ingero-io/ingero) 🏎️ 🏠 🐧 - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency.
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [![jabbawocky/statuscraft MCP server](https://glama.ai/mcp/servers/jabbawocky/statuscraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" — and get a live answer pulled directly from official status pages, including full incident detail when something is broken. `npx -y github:jabbawocky/statuscraft`
- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [![Jwrede/llmprobe MCP server](https://glama.ai/mcp/servers/Jwrede/llmprobe/badges/score.svg)](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.
- [kascada/logmcp](https://github.com/kascada/logmcp) [![kascada/logmcp MCP server](https://glama.ai/mcp/servers/kascada/logmcp/badges/score.svg)](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited.
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [![mcp-tautulli MCP server](https://glama.ai/mcp/servers/lodordev/mcp-tautulli/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) 🐍 🏠 - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [![langfuse-mcp-java MCP server](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java/badges/score.svg)](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) ☕ ☁️ -  Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [![mikusnuz/umami-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/umami-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
- [perceptdot/percept](https://github.com/perceptdot/percept) [![perceptdot/percept MCP server](https://glama.ai/mcp/servers/perceptdot/percept/badges/score.svg)](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. `npx -y @perceptdot/core`
- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [![ShekharBhardwaj/AgenticLedger MCP server](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger/badges/score.svg)](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: `pip install agentic-ledger`.
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [![llmkit-mcp-server MCP server](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [![metrx-mcp-server MCP server](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [![measure-mcp-server MCP server](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites.
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
- [andreisirbu91-lab/MCPSpend](https://github.com/andreisirbu91-lab/MCPSpend) [![MCPSpend MCP server](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend/badges/score.svg)](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend) 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls. Transparent proxy auto-detects every MCP client (Claude Desktop, Cursor, Windsurf, VS Code, Claude Code, Zed, Continue.dev, Cline, Goose) and attributes spend per tool, per project, per end-customer. `npx @mcpspend/proxy add` install. Free tier 25K calls/month, no card. MIT proxy on npm. EU-hosted, GDPR-ready.
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [![mcp-server-logs-sieve MCP server](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve/badges/score.svg)](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [![homebutler MCP server](https://glama.ai/mcp/servers/Higangssh/homebutler/badges/score.svg)](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts — across multiple servers via SSH. Single 10MB binary, zero dependencies.
- [gsmethells/preflight-mcp](https://github.com/gsmethells/preflight-mcp) [![gsmethells/preflight-mcp MCP server](https://glama.ai/mcp/servers/gsmethells/preflight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gsmethells/preflight-mcp) 🐍 ☁️ - TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [![incu6us/loki-mcp-server MCP server](https://glama.ai/mcp/servers/incu6us/loki-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.
- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [![rbmuller/scherlok MCP server](https://glama.ai/mcp/servers/rbmuller/scherlok/badges/score.svg)](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only — connection resolved server-side, never passed via the model.
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Query Spanlens LLM observability from Claude Desktop, Cursor, or Continue: request logs, costs, agent traces, anomalies, and user analytics with a read-only API key.
- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [![Sudhan30/freshprobe MCP server](https://glama.ai/mcp/servers/Sudhan30/freshprobe/badges/score.svg)](https://glama.ai/mcp/servers/Sudhan30/freshprobe) 🏎️ ☁️ 🏠 - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine.
- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [![apistatuscheck-mcp-server MCP server](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) 📇 ☁️ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
- [spanlens/Spanlens](https://github.com/spanlens/Spanlens) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 📇 ☁️ 🏠 - Query your Spanlens LLM observability from any MCP client. 7 read tools for request logs, agent traces, cost stats, anomalies, model-savings, and per-user analytics across OpenAI, Anthropic, and Gemini. Open source, self-hostable. `npx -y @spanlens/mcp-server`
- [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) 📇 ☁️ 🍎 🪟 🐧 - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [![sudomichael/gizmoanalytics-mcp MCP server](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) 📇 ☁️ - Gizmo Analytics — cookieless web analytics for AI coding agents. Framework-aware install (Next/Remix/SvelteKit/Nuxt/Astro/Vite/React/HTML), OAuth onboarding, 28 tools for setup + query + workflow operations (summarize_all_sites, explain_traffic_change, detect_anomalies). Hosted MCP at gizmoanalytics.io/mcp.
- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [![ThinkneoAI/mcp-server MCP server](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
- [tickstem/mcp](https://github.com/tickstem/mcp) [![tickstem/mcp MCP server](https://glama.ai/mcp/servers/tickstem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`.
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Fast and minimal Sentry MCP server written in Rust
- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [![us-all/datadog-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/datadog-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability — 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and `incident-triage-snapshot` aggregation that fans out to 4 fetches in one call.
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [![vdalhambra/siteaudit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.
- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [![zhaoyue722/llm-usage-mcp MCP server](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first LLM API cost tracker. Captures usage across Anthropic, OpenAI, Qwen, and DeepSeek into a local SQLite ledger and exposes spend queries, provider comparison, and recommendations as MCP tools — with first-class Chinese-provider support (CNY→USD). Install: `uvx llm-usage-mcp`.
- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [![zw008/vmware-aria MCP server](https://glama.ai/mcp/servers/zw008/vmware-aria/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring — performance metrics, alarms, capacity analysis, and anomaly detection across vSphere infrastructure. 27 tools (21 read, 6 write) with audit logging for acknowledge/cancel actions.
- [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [![aayushmdesai/mcp-dotnet-diagnostics MCP server](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics/badges/score.svg)](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) 🏠 🍎 🐧 - Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: `dotnet tool install -g mcp-dotnet-diagnostics`

### 🎥 <a name="multimedia-process"></a>Multimedia Process

Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on

- [06ketan/slideshot](https://github.com/06ketan/slideshot) [![06ketan/slideshot MCP server](https://glama.ai/mcp/servers/06ketan/slideshot/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [![a-y-ibrahim/after-effects-mcp MCP server](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp/badges/score.svg)](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects from any MCP client: arbitrary ExtendScript, background rendering, deep comp/layer inspection, and first-class Arabic/RTL & multilingual support (works on AE in any UI language). 47 tools.
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [![AceDataCloud/MCPSuno MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [![AetherWave Studio MCP server](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp`
- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [![mcp-server-pexels MCP server](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels/badges/score.svg)](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - An MCP server to search for (free) stock images and videos from pexels.com.
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [![deckrun-mcp MCP server](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [![botmonster/image2svg-mcp MCP server](https://glama.ai/mcp/servers/botmonster/image2svg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server.
- [Cassette-Editor/oh-my-cassette](https://github.com/Cassette-Editor/oh-my-cassette) [![Cassette-Editor/oh-my-cassette MCP server](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette/badges/score.svg)](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Chat raw clips into a finished cut.
- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [![chaoz23/loudcheck MCP server](https://glama.ai/mcp/servers/chaoz23/loudcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/loudcheck) 🐍 🏠 🍎 🪟 🐧 - Loudness compliance verdicts for media files against formal broadcast standards (EBU R128, ATSC A/85): pass/fail with per-metric deltas, spec citations, and the exact ffmpeg remediation command. CLI and MCP over one engine; zero-install via `uvx --from 'loudcheck[mcp]' loudcheck --mcp`. Requires ffmpeg.
- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [![cleanor-app/cleanor-mcp MCP server](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zero-auth hosted server with 22 read-only tools: optimize/convert images (WebP/AVIF/JPEG), paste-ready SVG QR codes, cited [Cleanor Labs](https://cleanor.app) data on device storage capacity and next-gen image-format savings (AVIF/WebP/JPEG XL vs JPEG, HEIC conversion tax), plus 18 deterministic dev utilities LLMs get wrong (hash, HMAC, UUID, base64, JWT decode, JSON, regex, cron, unit & base convert, datetime, URL parse, diff, color, palette, slugify, count, SVG placeholder). No API key or signup; Streamable HTTP at `https://mcp.cleanor.app/mcp`.
- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [![DareDev256/fcpxml-mcp-server MCP server](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [![Short Video Agent Kit MCP server](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video MCP and CLI for agents, with dry-run payload validation and optional live generation through Sora, Veo, xAI and Seedance-style providers.
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [![immich-photo-manager MCP server](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [![FileToPDF/filetopdf-mcp MCP server](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert files (DOCX, XLSX, PPTX, images…), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click.
- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [![huseyinstif/klaket MCP server](https://glama.ai/mcp/servers/huseyinstif/klaket/badges/score.svg)](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file — fully local, no API keys. `npx klaket-mcp`
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [![richer-richard/cochlea MCP server](https://glama.ai/mcp/servers/richer-richard/cochlea/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine. Compose scores as data, render byte-identical PCM, pull loudness, pitch, tempo, key, and structure reports, generate spectrograms, and diff two renders against each other. No ffmpeg, no audio device, just numbers an agent can actually reason about. `cargo install cochlea-mcp`
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [![realcrabcut/crabcut-mcp-server MCP server](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API.
- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [![ronak-create/FableCut MCP server](https://glama.ai/mcp/servers/ronak-create/FableCut/badges/score.svg)](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Zero-dependency browser video editor that AI agents drive through a JSON timeline. MCP tools to add/patch clips, keyframes, transitions, text animations and filters, import media, and analyze a reference video into an edit blueprint (shots, beats, BPM, drop); the open editor UI live-reloads on every change and exports via ffmpeg.
- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [![runapi-ai/mcp MCP server](https://glama.ai/mcp/servers/runapi-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp`
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [![image-tiler-mcp-server MCP server](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [![korovin-aa97/talkthrough-mcp MCP server](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp/badges/score.svg)](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) 🐍 🏠 🍎 🪟 🐧 - Turn narrated screen recordings (or any local video/audio) into agent-ready data: local Whisper transcript, scene keyframes, OCR, full-text search, and wall-clock anchoring that maps spoken remarks to real timestamps for log correlation. No cloud, no LLM inside. `uvx talkthrough-mcp`.
- [legolev/mediamcp](https://github.com/legolev/mediamcp) [![legolev/mediamcp MCP server](https://glama.ai/mcp/servers/legolev/mediamcp/badges/score.svg)](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus video generation (Veo, Sora, Seedance) via OpenRouter or any OpenAI-compatible API. Saves files to disk with token-cheap inline previews, resumable video jobs, live model listing, and a config-diagnostics tool. `npx -y mediamcp`.
- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [![Lulu-The-Narwhal/dali-mcp MCP server](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) 🐍 ☁️ - Scores AI image/video generation prompts (0-100) against 18 models (Veo 3, Sora, Kling, Runway, Seedance, Midjourney, Flux, and more) before you spend a generation credit, then rewrites weak ones. Free, hosted remote MCP + npm/PyPI packages.
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [![gaudio-developers-mcp MCP server](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4.
- [glifxyz/glif-mcp-server](https://github.com/glifxyz/glif-mcp-server) [![glifxyz/glif-mcp-server MCP server](https://glama.ai/mcp/servers/glifxyz/glif-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/glifxyz/glif-mcp-server) 🎖️ ☁️ - Glif's official hosted media-generation agent: generate images, video, and audio, transcribe, and chain multi-step media workflows from natural language. Remote server at https://glif.app/api/mcp (OAuth).
- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [![manovagyanik1/clipy-mcp MCP server](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read your Clipy screen recordings from any agent: search your library, fetch timestamped transcripts, AI summaries, and key moments with video frames (click markers burned in) as inline images. Read-only, free API key. `npx -y @clipy/mcp`
- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [![MkTurner74/botverse-mcp MCP server](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp`
- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [![MohamedAbdallah-14/prompt-to-asset MCP server](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset/badges/score.svg)](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.
- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [![mordor-forge/gemini-media-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [![mcp-video-analyzer MCP server](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer/badges/score.svg)](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) 📇 🏠 🍎 🪟 🐧 - MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [![KyaniteLabs/kinocut MCP server](https://glama.ai/mcp/servers/KyaniteLabs/kinocut/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) 🐍 🏠 🍎 🪟 🐧 - Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys.
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [![mordor-forge/trident-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/trident-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling.
- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [![stabgan/openrouter-mcp-multimodal MCP server](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal/badges/score.svg)](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) 📇 ☁️ 🍎 🪟 🐧 - All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio / video analysis, and image / audio / video generation (Veo 3.1, Sora 2 Pro, Seedance, Wan). Structured `_meta.code` error taxonomy, IPv4+IPv6 SSRF guards, path-sandbox for disk writes, retry-after-aware backoff, multi-arch Docker.
- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS.  This provides foundation for LLM-powered search and analysis of photo librares and image collections.
- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols.
- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [![transloadit/node-sdk MCP server](https://glama.ai/mcp/servers/transloadit/node-sdk/badges/score.svg)](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, watermark, smart crop), document conversion, OCR, speech transcription, and more. Hosted or self-hosted via npx.
- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) 🐍 🏠 🍎 🪟 - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [![autoeq-mcp MCP server](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
- [rendobar/mcp](https://github.com/rendobar/mcp) [![rendobar/mcp MCP server](https://glama.ai/mcp/servers/rendobar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier.
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [![macos-vision-mcp MCP server](https://glama.ai/mcp/servers/woladi/macos-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification — all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`.
- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [![afghanfansmedia-ai/songcheck-mcp MCP server](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder.
- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [![xDarkzx/Reaper-MCP MCP server](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP/badges/score.svg)](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more.

### 🖥️ <a name="os-automation"></a>OS Automation

Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.

- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [![gnome-desktop-mcp MCP server](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop.
- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [![dimpagk92/cellar MCP server](https://glama.ai/mcp/servers/dimpagk92/cellar/badges/score.svg)](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [![desktop-touch-mcp MCP server](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation for LLM agents with entity-based actions instead of coordinate-only clicking. Uses UIA, CDP, screenshots, keyboard/mouse/clipboard, and terminal control, plus entity leases, verified delivery, causal context, and interaction memory to reduce silent UI automation failures.
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [![juergenkoller-software/nemeton-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - MCP bridge for [Nemeton](https://store.juergenkoller.software/en/apps/nemeton) — native macOS virtual machine manager built on Apples Virtualization.framework. Create/control Linux & macOS VMs (no Parallels, no QEMU), CoW snapshots on APFS, 50+ MCP tools across VM lifecycle, console, files, networking, and host metrics.
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [![tinqiao-oss/clawtouch-mcp MCP server](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp`
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [![juergenkoller-software/freezetext-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) — OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools.
- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [![faze79/WPFVisualTreeMcp MCP server](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp/badges/score.svg)](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF (.NET desktop) apps: visual tree, dependency properties, data bindings and binding errors, DataContext, and screenshots with open popups/menus included, plus clicking, item selection, text input and keyboard shortcuts. Auto-injects into any running WPF process (x64/x86) with no source changes. `dotnet tool install -g WpfVisualTreeMcp`
- [fixed-width/glass](https://github.com/fixed-width/glass) [![fixed-width/glass MCP server](https://glama.ai/mcp/servers/fixed-width/glass/badges/score.svg)](https://glama.ai/mcp/servers/fixed-width/glass) 🦀 🏠 🍎 🪟 🐧 - Gives a coding agent a build → see → interact → debug loop over the native GUI app it is writing: launch the app, screenshot it, read its accessibility tree, inject mouse/keyboard/gestures, tail its logs, and diff frames to confirm a change landed. Drives apps as an external black box with no app integration, so any toolkit or language works. 30 tools with text-first responses (element ids, diffs, waits) so the agent need not screenshot every step, plus optional sandboxing of the launched app. Backends: X11, Wayland, Windows, macOS, Android emulators, and the iOS Simulator.

### 🎙️ <a name="podcasts"></a>Podcasts

Servers for podcast analytics, search, hosting, and discovery.

- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [![conorbronsdon/op3-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design.
- [conorbronsdon/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [![conorbronsdon/podcastindex-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows, and feed health.
- [conorbronsdon/Transistor-MCP](https://github.com/conorbronsdon/Transistor-MCP) [![conorbronsdon/Transistor-MCP MCP server](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP) 📇 ☁️ - Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks.

### 📋 <a name="product-management"></a>Product Management

Tools for product planning, customer feedback analysis, and prioritization.

- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [![KyaniteLabs/Epoch MCP server](https://glama.ai/mcp/servers/KyaniteLabs/Epoch/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) 📇 🏠 - Software estimation server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools.
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [![daiji-sshr/redmine-mcp-stateless MCP server](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless/badges/score.svg)](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) 🐍 🏠 🐧 - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.
- [andrelaptenok/redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio) [![andrelaptenok/redmine-mcp-stdio MCP server](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio/badges/score.svg)](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio) 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries from any MCP client. 12 tools with MCP safety annotations: full-text search, issue journals with attachments, comments and time tracking. `npx -y redmine-mcp-stdio`
- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [![devemberx/mcp-server-polarion MCP server](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion/badges/score.svg)](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`.
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [![Lukaris/framedeck-mcp MCP server](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing productions, stages, frames (cards), checklists, comments, and labels. Ideas land in an Idea Pool and graduate into full productions with stages (Idea → Scripting → Filming → Editing → Published). All tools ship with MCP safety annotations. `npx framedeck-mcp`
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [![saga-mcp MCP server](https://glama.ai/mcp/servers/@spranab/saga-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.
- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [![agrath/Trello-Desktop-MCP MCP server](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP/badges/score.svg)](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search. Read-only mode, image attachment
- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [![xfloukiex-lab/road-poneglyph MCP server](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph/badges/score.svg)](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Reviews a plan for what's missing — unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [![AIOProductOS/claude-plugin MCP server](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) 🎖️ ☁️ - Product management over a shared product spine: link customer feedback and insights to features, tasks, sprints, releases and objectives; weekly signal memo; roadmap-drift detection; customer 360, funnel, path, retention, NPS and NRR analytics; artifact versioning and identity resolution. 38 tools, hosted remote server with OAuth 2.1 (DCR + PKCE).
auto-download. Install via `npx atlassian-trello-mcp`.
- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [![mohamed-ashraf-elsaed/loupe MCP server](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe/badges/score.svg)](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) 🎖️ 📇 🏠 - Turns pinned visual product feedback into an actionable backlog: list comments, read one with its target element's HTML, computed styles and screenshot, and update its status. Powers the [Loupe](https://mohamed-ashraf-elsaed.github.io/loupe/) SDK, browser extension, and `loupekit/laravel` package. Install `@loupekit/mcp` (binary `loupe-mcp`).

### 🏠 <a name="real-estate"></a>Real Estate

MCP servers for real estate CRM, property management, and agent workflows.

- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [![propstack-mcp MCP server](https://glama.ai/mcp/servers/@ashev87/propstack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [![beshogun/planwire-mcp MCP server](https://glama.ai/mcp/servers/beshogun/planwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beshogun/planwire-mcp) 📇 ☁️ - UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. `npx -y planwire-mcp`
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [![forgemeshlabs/disruption-intelligence-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API.
- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [![hyperionxmota/cook-county-property-mcp MCP server](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County / Chicago property records — parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana).
- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [![jbechtel-97/dealflowpro-mcp-server MCP server](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis — cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-mcp) [![ogasurfproject-jpg/horizon-shield MCP server](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield/badges/score.svg)](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 🎖️ 📇 ☁️ - Audit Japanese construction and renovation estimates for overcharge: fair price ranges by work type, sales tactic red flags, and signed recomputable verdicts (KIRA). Includes an agent intake desk and a directory of independently audited contractors. Remote server, no API key required.
- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [![pedra-ai/pedra-mcp MCP server](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp`

### 🔬 <a name="research"></a>Research

Tools for conducting research, surveys, interviews, and data collection.

- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [![Agnuxo1/benchclaw-integrations MCP server](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations/badges/score.svg)](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [![hlido-mcp MCP server](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Independent trust scores, claim audits, and comparisons for AI agents — queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0–100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu).
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [![archoor/painspotter-mcp MCP server](https://glama.ai/mcp/servers/archoor/painspotter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai — free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [![browse-ai MCP server](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai/badges/score.svg)](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [![bgpt-mcp MCP server](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) 📇 ☁️ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [![UAP Pulse MCP server](https://glama.ai/mcp/servers/davidmosiah/uap-pulse/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server and live-map dataset for declassified U.S. federal UAP/UFO records, with searchable records, hotspots, timelines and direct source links.
- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [![dhamma-seeker/tripitaka-mcp MCP server](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite, and compare the Pāli Canon (Tipiṭaka) — full coverage at parity with SuttaCentral (~444K segments across Sutta, Vinaya, Abhidhamma). Hybrid trigram+vector search, full-sutta fetch with cross-reference URLs (SuttaCentral + 84000.org), segment-aligned translation comparison, and Pāli word lookup against the P. A. Payutto dictionary. Free, non-commercial — offered as Dhamma Dāna. Hosted at `https://tripitaka-mcp.com` or self-host via Docker.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [![Guitarmaniac24/getabrain-mcp-server MCP server](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) 📇 ☁️ - Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON — 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`.
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [![HubLensOfficial/mcp-server MCP server](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) 📇 ☁️ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [![joelgombin/andre-mcp MCP server](https://glama.ai/mcp/servers/joelgombin/andre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/vote.andre/elections).
- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [![tushariitr-19/immigration-mcp MCP server](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - MCP server for US immigration guidance — live Visa Bulletin, priority date checker and immigration term explanations. Free to use.
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [![viznoir MCP server](https://glama.ai/mcp/servers/kimimgo/viznoir/badges/score.svg)](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [![lizhuojunx86/chinese-history-mcp MCP server](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) 🐍 🏠 🍎 🪟 🐧 - Query 9 classical Chinese texts (pre-Qin to Wei-Jin: 史记/汉书/后汉书/三国志/左传/论语/孟子/吕氏春秋/资治通鉴) by event, person, modern place name, or virtue — every result cites 【book · chapter · paragraph】 with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC.
- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [![michaelellis003/paperboy MCP server](https://glama.ai/mcp/servers/michaelellis003/paperboy/badges/score.svg)](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers from Claude to a Kindle or Kobo, with Zotero as the source of truth. Searches arXiv and OpenAlex, recommends related work via the Semantic Scholar citation graph, queues papers in a Zotero collection, and delivers the PDFs by email or Dropbox. Receipts report file sizes and name anything that could not be sent.
- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [![mlava/scholar-sidekick-mcp MCP server](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [![idea-reality-mcp MCP server](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [![musharna/data-aggregator-mcp MCP server](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model — DOI deduplication, NCBI-Taxonomy synonym expansion, paper→data linking, and checksum-verified download. `uvx data-aggregator-mcp`.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [![touch-browser MCP server](https://glama.ai/mcp/servers/nangman-infra/touch-browser/badges/score.svg)](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [![OrgMentem/zotio MCP server](https://glama.ai/mcp/servers/OrgMentem/zotio/badges/score.svg)](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [![patsnap/patent-literature-search-mcp MCP server](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search across 200M+ patents and 216M+ papers from 170+ jurisdictions, with semantic/BM25 search, structured filters, and record retrieval. Hosted Streamable HTTP endpoint and Dockerized stdio bridge; requires a free Patsnap API key.
- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [![thevibepreneur/gapbase-mcp MCP server](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword — each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [![rnwkr7rscy-lang/fittin-mcp MCP server](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape — free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [![ggstefivzf MCP server](https://glama.ai/mcp/servers/ggstefivzf/badges/score.svg)](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [![smaniches/semantic-scholar-mcp MCP server](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [![vassiliylakhonin/agenda-intelligence-md MCP server](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md/badges/score.svg)](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos for AI agents — sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [![WenyuChiou/research-hub MCP server](https://glama.ai/mcp/servers/WenyuChiou/research-hub/badges/score.svg)](https://glama.ai/mcp/servers/WenyuChiou/research-hub) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [![xmpuspus/ph-civic-data-mcp MCP server](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [![YGao2005/scholar-feed-mcp MCP server](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) 📇 ☁️ - Semantic search over 600k+ CS/AI papers with citation-graph traversal, full-text extraction, embeddings, and BibTeX export. Works anonymously or with a free key. Install: `npx scholar-feed-mcp init`.
- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [![pfc-mcp MCP server](https://glama.ai/mcp/servers/yusong652/pfc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/pfc-mcp) 🐍 🏠 🪟 - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation — browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.
- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [![SPARKIT-science/sparkit-mcp MCP server](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`.
- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [![yade-mcp MCP server](https://glama.ai/mcp/servers/yusong652/yade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - MCP server for [YADE](https://yade-dem.org/) — open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [![SelfPy/science-ai-mcp-server MCP server](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) 📇 ☁️ - Academic peer-review and research workflow tools from [Science AI Journal](https://scienceaijournal.com): Pre-Check (paper-tier prediction), AI multi-agent peer review, Research Gaps Finder, Journal Recommender (1,214 venues with predatory-journal flags), Duplicate Publication Checker (CrossRef/arXiv/medRxiv/bioRxiv/Unpaywall/900k-paper library), and the Article Writer pipeline. Free local tools (FTS5, zero LLM cost); LLM tools use caller account credits.
- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [![laszlopere/mcp-molecules MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-molecules/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) 🐍 🏠 ☁️ 🐧 🍎 - Chemistry toolbox computed from authoritative data: molecular weight / molar mass of any formula (nested groups, isotope labels, propagated NIST uncertainties, percent composition), isotope-distribution mass spectra (m/z peaks for a given charge), and name⇆formula lookup with isomer resolution. Element masses from the NIST Atomic Weights and Isotopic Compositions database; offline and deterministic, with an optional on-by-default online fallback (PubChem/Wikidata/EPA CompTox) that can be disabled. `uvx mcp-molecules`.

### 🔎 <a name="RAG"></a>end to end RAG platforms

- [andyliszewski/grounding-ai](https://github.com/andyliszewski/grounding-ai) [![andyliszewski/grounding-ai MCP server](https://glama.ai/mcp/servers/andyliszewski/grounding-ai/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) 🐍 🏠 - Build a searchable index from PDFs, EPUBs, and Word docs. Claude queries it via MCP and pulls grounded answers with exact page-and-section citations. Local-first, no cloud dependency.
- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) 📇 🏠 - Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget.
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.

### 🔎 <a name="search"></a>Search & Data Extraction
- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [![pgalyen1987/gate402-mcp MCP server](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call agent APIs over x402 (USDC on Base): per-token LLM inference (Llama 3.1/Qwen/Mistral), per-second GPU/CPU compute, on-chain/DeFi + SEC-EDGAR + news data, and clean-Markdown/Cloudflare-stealth web scraping. Signed receipts, no signup — auto-claims a free-tier key. Install via `npx -y gate402-mcp`.
- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [![KnockOutEZ/wigolo MCP server](https://glama.ai/mcp/servers/KnockOutEZ/wigolo/badges/score.svg)](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) 📇 🏠 - Local-first, keyless web intelligence in one server: search, fetch, crawl, extract, cache, find-similar, and research. Multi-engine search with local ML reranking and a persistent SQLite cache, renders JS-heavy pages, and keeps everything on your machine. Install via `npx wigolo init --non-interactive --agents=<agent>`.
- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [![newsagentdata/newsagent-mcp MCP server](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time, ML-enriched news intelligence — urgency scoring, political lean & event clustering across 190+ countries.
- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - Verified ICD-10-CM medical code lookup, validation & reverse search — official descriptions, never guessed. [![qinisolabs/icdwise MCP server](https://glama.ai/mcp/servers/qinisolabs/icdwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/icdwise)
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [![AIweather-Anurag/ottasia-mcp-server MCP server](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server`
- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [![Alisammour/storyflo-mcp MCP server](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`.
- [mrslbt/rippr](https://github.com/mrslbt/rippr) [![mrslbt/rippr MCP server](https://glama.ai/mcp/servers/mrslbt/rippr/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`.
- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [![scavio-ai/scavio-mcp MCP server](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) 📇 ☁️ 🏠 - Unified real-time search API for AI agents. Google, YouTube, Amazon, Walmart, Reddit, and TikTok through one endpoint. 21 tools for web search, e-commerce, product data, social media, and video platforms. Free tier included.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [![AceDataCloud/MCPSerp MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API.
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [![AIMLPM/markcrawl MCP server](https://glama.ai/mcp/servers/AIMLPM/markcrawl/badges/score.svg)](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [![necl-hn-mcp MCP server](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News tools for AI agents: top stories by time window, category feeds (top/new/best/ask/show/job), comment threads, and full-text search via Algolia. No API key required.
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM to search and read papers from arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  MCP to search and read medical / life sciences papers from PubMed.
- [andyliszewski/webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp) [![andyliszewski/webcrawl-mcp MCP server](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp) 🐍 🏠 - Local-first web scraping, search, and crawling. Static pages extracted locally via trafilatura; optional Firecrawl fallback only when JS rendering is needed. Four tools: scrape, search (DuckDuckGo), map, crawl.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [![atlasprzetargow/mcp-server MCP server](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) 📇 ☁️ - Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entities and contractors by NIP, market statistics by CPV/province, 90+ term procurement glossary.
- [AutomateLab-tech/citation-intelligence](https://github.com/AutomateLab-tech/citation-intelligence) [![AutomateLab-tech/citation-intelligence MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence) 📇 🏠 - What LLMs cite, for agents. Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews cite for any query. Self-hosted, BYO API key. Install via `npx @automatelab/citation-intelligence`.
- [Khamel83/argus](https://github.com/Khamel83/argus) [![Khamel83/argus MCP server](https://glama.ai/mcp/servers/Khamel83/argus/badges/score.svg)](https://glama.ai/mcp/servers/Khamel83/argus) 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction, and budget enforcement.
- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [![idapixl-web-research-mcp MCP server](https://glama.ai/mcp/servers/idapixl-web-research-mcp/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-web-research-mcp) 📇 ☁️ - Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance scoring and key fact extraction.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies.
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search capabilities using Brave's Search API
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [![capad-xyz/searchts MCP server](https://glama.ai/mcp/servers/capad-xyz/searchts/badges/score.svg)](https://glama.ai/mcp/servers/capad-xyz/searchts) 🐍 🏠 - Keyless web access for AI agents: an escalating open-source unlocker (browser-fingerprint fetch → JS-render relay → stealth browser) reads bot-walled pages as clean Markdown, plus multi-provider web search with rank fusion, subtitles-first video transcripts, and page asset grabbing. No API keys; ships a reproducible benchmark.
- [einiba/canyougrab-api](https://github.com/einiba/canyougrab-api/tree/main/mcp-server) [![einiba/canyougrab-api MCP server](https://glama.ai/mcp/servers/einiba/canyougrab-api/badges/score.svg)](https://glama.ai/mcp/servers/einiba/canyougrab-api) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Confidence-scored domain availability checking with real-time DNS + WHOIS lookups. Bulk check up to 100 domains per request. Each result includes availability, confidence level, data source, and registration details.
- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [![comparedge/mcp-server-comparedge MCP server](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge/badges/score.svg)](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) 📇 ☁️ 🏠 - Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, alternatives, and comparisons. Free, no API key.
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [![CKBrennan/overtone-news-mcp MCP server](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 – Crawleo Search & Crawl API
- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [![Crawlora-org/crawlora-mcp MCP server](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Hosted MCP for structured public web data — 319 tools across search, maps, commerce, social, and finance, each returning clean JSON. Free 2,000 credits/mo.
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform
- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [![deficlow/HyperStore-MCP MCP server](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (keyword + semantic search, full details, browsing), 3 resources, 3 prompts. Install via `uvx hyperstore-mcp` or use the hosted endpoint at `https://mcp.store.hypergpt.ai/mcp`.
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [![divyanshu-iitian/SearchForge MCP server](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge/badges/score.svg)](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) 📇 🏠 🍎 🪟 🐧 - Free capability-routed search and web reading for agents: GitHub, Crossref, Hacker News, Wikipedia, private SearXNG, and URL-to-Markdown, with live health diagnostics and no telemetry. Exposes `web_search`, `read_url`, and `search_status`.
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) 📇 ☁️ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [![mikusnuz/gsc-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) 📇 ☁️ - MCP server for Google Search Console & Indexing API — 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [![domain-suite-mcp MCP server](https://glama.ai/mcp/servers/oso95/domain-suite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) 📇 🏠 - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools.
- [pepabo/muumuu-domain-mcp](https://github.com/pepabo/muumuu-domain-mcp) [![muumuu-domain-mcp MCP server](https://glama.ai/mcp/servers/pepabo/muumuu-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/muumuu-domain-mcp) 🎖️ ☁️ - Official remote MCP server for Muumuu Domain (GMO Pepabo). Search and register domains, manage owned domains and contracts, and configure DNS records via natural language.
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [![open-sales-stack MCP server](https://glama.ai/mcp/servers/ekas-io/open-sales-stack/badges/score.svg)](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/)
- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI
- [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 🪟 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI.
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
- [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [![echojobsio/jdl-mcp-server MCP server](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) 📇 ☁️ - Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, salary, location, seniority, remote type, and more. Free — 500 calls/day, no signup required. Also available as a remote MCP server at `https://mcp.jobdatalake.com`.
- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [![evanatpizzarobot/vr-org-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR / AR / XR news, full-text VR.org originals, events calendar, headset deals and comparisons
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server to search the web and scrape, crawl, map, and extract structured data from any site for LLMs. Handles JS-rendered pages, PDFs, and batch jobs; hosted remote MCP with OAuth or self-host.
- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [![KyuRish/fiverr-mcp-server MCP server](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required.
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 – Web scraping for AI agents: one auto tool walks a cost-aware ladder (direct → rotating proxy → full browser), solving anti-bot challenges and reporting which rung delivered and what it cost. Pay-per-success, EU-hosted, free tier. [![fouradata/mcp MCP server](https://glama.ai/mcp/servers/fouradata/mcp/badges/score.svg)](https://glama.ai/mcp/servers/fouradata/mcp)
- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [![VoxellInc/forge-mcp MCP server](https://glama.ai/mcp/servers/VoxellInc/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Official MCP server for [Forge](https://voxell.ai), Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. `npx -y @voxell/forge-mcp`
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [![wd041216-bit/free-web-search-ultimate MCP server](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate/badges/score.svg)](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [![giskard09/giskard-search MCP server](https://glama.ai/mcp/servers/giskard09/giskard-search/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-search) 🐍 🏠 - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments — no API keys required. Self-hosted with phoenixd.
- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [![githunt-agent/githunt-mcp MCP server](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank, and analyze GitHub developers for tech recruiting. Location/role/skill search over millions of ranked profiles with AI scoring and contact discovery. Install via `npx githunt-mcp` or use the hosted server at `https://mcp.githunt.ai/mcp`.
- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [![goesByhc/cn-scraper-mcp MCP server](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [![goofrey/zoom-search MCP server](https://glama.ai/mcp/servers/goofrey/zoom-search/badges/score.svg)](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) 📇 ☁️ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
- [hanoak/unsplash-mcp-server](https://github.com/hanoak/unsplash-mcp-server) [![unsplash-mcp-server MCP server](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server) 📇 ☁️ - Unsplash API server exposing 21 tools across photos, search, users, collections, topics, and stats. Ships Unsplash-guideline compliance built in — ready-to-use attribution with UTM parameters, a download-tracking tool, rate-limit surfacing, and `content_filter=high` by default. Install via `npx -y @hanoak/unsplash-mcp-server`.
- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [![HasData/hasdata-mcp MCP server](https://glama.ai/mcp/servers/HasData/hasdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/hasdata-mcp) 📇 ☁️ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
- [HughesCuit/heventure-search-mcp](https://github.com/HughesCuit/heventure-search-mcp) [![HughesCuit/heventure-search-mcp MCP server](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp) 🐍 ☁️ 🏠 - Free MCP web search server with 5 engines (DuckDuckGo, Bing, Google SerpAPI, Tavily). No API key required. Auto rate limiting, 300s cache, multi-language support. Install: `uvx heventure-search-mcp`.
- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) 📇 ☁️ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas' remote jobs database.
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) 📇 🏠 ☁️ - An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) 🐍 ☁️ - A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.
- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) 📇 ☁️ 🏠 - Model Context Protocol Server for aggregating RSS feeds in Claude Desktop.
- [lionkiii/rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp) [![rss-feeds-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp) 📇 🏠 - RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds by category or source. Zero config, no API keys required.
- [ip2whois/mcp-ip2whois](https://github.com/ip2whois/mcp-ip2whois) [![mcp-ip2whois MCP server](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois/badges/score.svg)](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois) 🐍 📇 🏠 - MCP server that provides comprehensive WHOIS lookup capabilities using the IP2WHOIS API. This server allows AI agents to query domain registration details, including expiry dates, registrar information, and registrant data.
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
- [JessieJanie/skim402](https://github.com/JessieJanie/skim402) [![skim402 MCP server](https://glama.ai/mcp/servers/JessieJanie/skim402/badges/score.svg)](https://glama.ai/mcp/servers/JessieJanie/skim402) 📇 ☁️ - Convert any URL into clean, agent-ready Markdown with structured metadata (title, byline, published date, language). Pay-per-use via x402 (USDC on Base) — no signup, no API keys. Single tool `read_url`. Install via `npx -y skim-mcp`.
- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) [![overseerr-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Integrate AI assistants with Overseerr and the Seerr (the unified successor) for automated media discovery, requests, and management in Plex, Jellyfin, and Emby ecosystems.
- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.
- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server
- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [![kc23go/anybrowse MCP server](https://glama.ai/mcp/servers/kc23go/anybrowse/badges/score.svg)](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp`
- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [![keenableai/keenable-mcp MCP server](https://glama.ai/mcp/servers/keenableai/keenable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean-markdown page fetch over the Keenable web index. Two tools: `search_web_pages`, `fetch_page_content`. Keyless by default (1,000 req/hour); an optional API key lifts the cap. Hosted Streamable HTTP at `https://api.keenable.ai/mcp`, or run `npx -y @keenable/mcp`.
- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [![konippi/servo-fetch MCP server](https://glama.ai/mcp/servers/konippi/servo-fetch/badges/score.svg)](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary. Fetch, render, crawl, and screenshot powered by the Servo browser engine with a built-in MCP server.
- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages.
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
- [lennney/agent-search-mcp](https://github.com/lennney/agent-search-mcp) [![lennney/agent-search-mcp MCP server](https://glama.ai/mcp/servers/lennney/agent-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lennney/agent-search-mcp) 📇 🏠 🍎 🪟 🐧 - Free multi-engine MCP search server — 8 free engines (DDG, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex, Mojeek), waterfall progressive search, multi-source verification, content enrichment, news search, language auto-detection, CLI. Zero API keys needed. `npx agent-search-mcp`
- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [![leadbrain/korean-data-mcp MCP server](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) 🐍 ☁️ - Real-time Korean web data — Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools powered by Apify actors. Requires APIFY_TOKEN.
- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [![tobocop2/lilbee MCP server](https://glama.ai/mcp/servers/tobocop2/lilbee/badges/score.svg)](https://glama.ai/mcp/servers/tobocop2/lilbee) 🐍 🏠 🍎 🪟 🐧 - Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [![marketplace-search-mcp MCP server](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data.
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [![mambalabsdev/mcp-company-firmographic-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance.
- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [![mambalabsdev/mcp-domain-to-linkedin-url-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata.
- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [![mambalabsdev/mcp-funding-press-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scans Google News and PR wires for a company's funding rounds, exec moves, product launches, and acquisitions, returned as deduplicated, dated events in flat Clay-ready JSON.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [![MikkoParkkola/nab MCP server](https://glama.ai/mcp/servers/MikkoParkkola/nab/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.
- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [![MKirovBG/scribefy-mcp MCP server](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents.
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [![news-mcp-world-news-for-ai-agents MCP server](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents/badges/score.svg)](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [![Opedd/opedd-mcp MCP server](https://glama.ai/mcp/servers/@Opedd/opedd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) 📇 ☁️ - Licensed, rights-cleared content for AI agents — discover, purchase, verify, and retrieve expert analysis with a verifiable license key per article, on-chain proof, and EU AI Act Article 53 attestation. The alternative to unlicensed scraping for RAG and AI search. `npx opedd-mcp`
- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [![wet-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/wet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required.
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [![scout-intel-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`.
- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [![opendatalab/MinerU-Ecosystem MCP server](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem/badges/score.svg)](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the [MinerU](https://mineru.net) API; free Flash mode without an API key (about 20 pages per file); optional `MINERU_API_TOKEN` for higher limits. 
- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [![pdfmux MCP server](https://glama.ai/mcp/servers/NameetP/pdfmux/badges/score.svg)](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed.
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI
- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [![spectrawl MCP server](https://glama.ai/mcp/servers/FayAndXan/spectrawl/badges/score.svg)](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search.
- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP
- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [![paulieb89/govuk-mcp MCP server](https://glama.ai/mcp/servers/paulieb89/govuk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations, and resolve UK postcodes to local authorities. 5 read-only tools, no API keys required.
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [![Prototypr/feedbagel-mcp MCP server](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhooks.
- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [![qune-tech/ocds-mcp MCP server](https://glama.ai/mcp/servers/qune-tech/ocds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering.
- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- [reflex-search/reflex](https://github.com/reflex-search/reflex) [![reflex-search/reflex MCP server](https://glama.ai/mcp/servers/reflex-search/reflex/badges/score.svg)](https://glama.ai/mcp/servers/reflex-search/reflex) 🦀 🏠 🍎 🪟 🐧 - Local full-text code search for AI coding agents. Trigram-indexed, sub-100ms queries across large codebases, offline, 18 languages.
- [Rererr/amenbo](https://github.com/Rererr/amenbo) [![Rererr/amenbo MCP server](https://glama.ai/mcp/servers/Rererr/amenbo/badges/score.svg)](https://glama.ai/mcp/servers/Rererr/amenbo) 📇 🏠 - Japanese-web-native web fetching optimized for low target-site impact and token efficiency. Outline-first progressive disclosure, Shift_JIS/EUC-JP mojibake handling, PDF/CSV extraction, and polite crawling (robots.txt, rate limits, honest User-Agent). Install via `npx -y amenbo`.
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [![rubenayla/partle-mcp MCP server](https://glama.ai/mcp/servers/@rubenayla/partle/badges/score.svg)](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [![bartonguestier1725-collab/scout-mcp MCP server](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and community blogs (Dev.to, Hashnode, Qiita, Zenn). Parallel fetch with structured JSON output. `npx -y scout-cli`.
- [chefcohen/corroborate-mcp](https://github.com/chefcohen/corroborate-mcp) [![chefcohen/corroborate-mcp MCP server](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp) 📇 🏠 - Tells AI agents how independently a claim is being reported: syndication-aware source counting (a wire story reprinted by 40 outlets counts as one origin), 0-1 confidence scores, and published error rates in-repo. Measures corroboration, not truth — no stance detection. Keyless, no accounts. Install: `npx -y corroborate-mcp`.
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [![scraperapi/scraperapi-mcp MCP server](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) 🐍 ☁️ - MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [![scrapercity-cli MCP server](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli/badges/score.svg)](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) 📇 ☁️ - B2B lead generation with 20+ tools including Apollo, Google Maps, email finder, email validator, mobile finder, skip trace, and ecommerce store data.
- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Official MCP server for managing Searchcraft clusters, creating a search index, generating an index dynamically given a data file and for easily importing data into a search index given a feed or local json file.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [![opengraph-io-mcp MCP server](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [![serpdive/serpdive-mcp MCP server](https://glama.ai/mcp/servers/serpdive/serpdive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) 🎖️ 📇 ☁️ 🏠 - Web search that returns extracted, answer-ready page content (url, title, date, text) instead of links. A Tavily alternative: same speed, 20.2% fewer tokens, higher answer quality (60.7% of decided duels) on a public replayable benchmark. One tool with automatic localization and an optional synthesized answer. Hosted Streamable HTTP at `https://mcp.serpdive.com`, or run `npx -y serpdive-mcp`.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [![sifter-ai/sifter MCP server](https://glama.ai/mcp/servers/sifter-ai/sifter/badges/score.svg)](https://glama.ai/mcp/servers/sifter-ai/sifter) 🐍 🏠 ☁️ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) 📇 ☁️ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [![stripfeed-mcp-server MCP server](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) 📇 ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev).
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [![talonicdev/talonic-mcp MCP server](https://glama.ai/mcp/servers/talonicdev/talonic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) 📇 ☁️ - Schema-validated document extraction with searchable workspace memory. Extract structured fields from PDFs, scans, images, and forms; AI agents can also search, filter, and query past extractions.
- [telly6/searchpin](https://github.com/telly6/searchpin) [![telly6/searchpin MCP server](https://glama.ai/mcp/servers/telly6/searchpin/badges/score.svg)](https://glama.ai/mcp/servers/telly6/searchpin) 🐍 🏠 - Free web search for AI agents with smart re-ranking. Multi-engine parallel search, zero API keys. Works natively within China's network, no proxy/VPN needed. Install via `pip install searchpin && searchpin-setup`.
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
- [MarcinDudekDev/the-data-collector](https://github.com/MarcinDudekDev/the-data-collector) [![crypto-signals-mcp MCP server](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base.
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [![AI-Directory-Partners/tooldirectory-mcp MCP server](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of 2,000+ AI tools, compare them, find alternatives, and check whether a tool is still active, defunct, or acquired. Hosted remote MCP at `https://tooldirectory.ai/api/mcp` or `npx -y tooldirectory-mcp`.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
- [us/crw](https://github.com/us/crw) [![us/crw MCP server](https://glama.ai/mcp/servers/us/crw/badges/score.svg)](https://glama.ai/mcp/servers/us/crw) 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - fastCRW — open-source (AGPL-3.0), self-hostable Rust web crawler & search API for AI agents. Tools: `scrape`, `crawl`, `map`, and SearXNG-backed `search`. Single ~6MB static binary; reproducible 1K-URL benchmarks faster than hosted alternatives. Hosted MCP at [fastcrw.com/mcp](https://fastcrw.com/mcp) (Streamable HTTP, OAuth) or self-host.
- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [![Glama score](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server`
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
- [Gaoshan0971/digeguigui](https://github.com/Gaoshan0971/digeguigui) [![Gaoshan0971/digeguigui MCP server](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui/badges/score.svg)](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui) 🐍 📇 ☁️ 🏠 - Global reptile & exotic pet knowledge base. 633 species, AI identification, genetics calculator, 12-dimension care, health diagnosis, pricing, and blockchain provenance. Free tier: 9 tools, 10 req/min. MCP: https://api.digeguigui.com/mcp
- [robbyczgw-cla/web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp) [![web-search](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). Available via `uvx web-search-plus-mcp`.
- [Vincentwei1021/agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox) [![agent-toolbox MCP server](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox/badges/score.svg)](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox) 📇 ☁️ 🍎 🪟 🐧 - Production-ready MCP server providing 13 tools for AI agents: web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction, and QR code generation. 1,000 free calls/month, no setup required.
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [![ashlrai/webfetch MCP server](https://glama.ai/mcp/servers/ashlrai/webfetch/badges/score.svg)](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-first federated image search across 25 providers. Returns open/platform/editorial license tags, attribution strings, dimensions, and download-ready URLs via `npx -y getwebfetch-mcp`.
- [webpeel/webpeel](https://github.com/webpeel/webpeel) 📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.
- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [![whw23/searxng_http_mcp MCP server](https://glama.ai/mcp/servers/whw23/searxng_http_mcp/badges/score.svg)](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG MCP server in Docker. 200+ search engines, 30+ categories, multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in SearXNG Web UI reverse proxy. Zero-install deploy.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [![yubinkim444/ai-first-scraper-mcp MCP server](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Three MCP tools for ad-free Markdown web scraping and search. `fetch_page` (URL → clean Markdown), `fetch_pages_batch` (up to 25 URLs in parallel), `search_web` (web search → top-k pages as Markdown). Works with Claude Desktop / Cursor / Cline. Install: `uvx ai-first-scraper-mcp`.
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
- [zoharbabin/web-researcher-mcp](https://github.com/zoharbabin/web-researcher-mcp) [![web-researcher-mcp MCP server](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) 📇 ☁️ 🏠 - Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, SearchAPI.io), content extraction (4-tier pipeline), academic/patent search, and multi-source research. Single Go binary.
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [![juergenkoller-software/pdf-content-search-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [![rejifald/StitchAPI MCP server](https://glama.ai/mcp/servers/rejifald/StitchAPI/badges/score.svg)](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth.
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [![MarcellM01/TinySearch MCP server](https://glama.ai/mcp/servers/MarcellM01/TinySearch/badges/score.svg)](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
- [Darko893/haunt-mcp-server](https://github.com/Darko893/haunt-mcp-server) [![Darko893/haunt-mcp-server MCP server](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server) 📇 ☁️ - [Haunt](https://hauntapi.com/?utm_source=awesome-mcp-servers&utm_medium=listing&utm_campaign=sweep-2026-07) web extraction for AI agents: structured JSON or clean Markdown from permitted public pages, including Cloudflare-protected ones, with honest blocked/login/captcha errors instead of fabricated data

### 🔒 <a name="security"></a>Security

- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [![nagameTW/mcp-server-malcolm MCP server](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm/badges/score.svg)](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm`
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [![chasdaddy/basescope MCP server](https://glama.ai/mcp/servers/chasdaddy/basescope/badges/score.svg)](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - The read-only safety layer for onchain AI agents. 13 read-only tools on Base + EVM: token/contract safety (honeypot & rug-pull checks cross-referenced across GoPlus + honeypot.is), risky-approval detection, verified-source lookup, balances, ENS + Basenames, gas, and prices. No private keys, no required API keys. `npx -y basescope`
- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [![moxno/privacyscrubber-mcp MCP server](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run`
- [askalf/truecopy](https://github.com/askalf/truecopy) [![askalf/truecopy MCP server](https://glama.ai/mcp/servers/askalf/truecopy/badges/score.svg)](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers — scans tool definitions for poisoned instructions, pins vetted servers by content hash in a committed lock, and verifies drift in CI; the bundled truecopy-mcp proxy exposes only pinned, unmodified tools from a live server.
- [jamesdfinance-dev/lazaretto-mcp](https://github.com/jamesdfinance-dev/lazaretto-mcp) [![jamesdfinance-dev/lazaretto-mcp MCP server](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp) 📇 ☁️ 🏠 - Check whether anything you depend on is known malware, before an agent installs it. `check_lockfile` takes a package-lock.json, yarn.lock or pnpm-lock.yaml and matches every pinned version against published malicious-package advisories in one call, free and with no API key, catching compromised releases like chalk@5.6.1 while leaving their clean releases alone. `scan_artifact` adds deterministic behavioral analysis (no LLM in the serving path) for credential theft, exfiltration, obfuscation, prompt injection and install-time droppers, with the file, line and evidence that triggered it; verdicts are SHA-256-bound so you can re-verify what landed on disk. Paid scans settle at $0.03 USDC on Base (x402) or prepaid credits. `npx lazaretto-mcp`
- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [![RoscoNL/intodns-mcp-server MCP server](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Free DNS and email security scanner for AI assistants. DNS, SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS/STARTTLS, FCrDNS, CAA, TLSA/DANE, blacklist and full-deliverability checks, plus security-header/CSP analysis and bookmarkable report snapshots, via the IntoDNS.ai API. No signup or API key. `npx intodns-mcp`
- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [![astafford8488/agentaegis-mcp MCP server](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier.
- [Fronesis-Labs/dcl-webhook](https://github.com/Fronesis-Labs/dcl-webhook) [![dcl-webhook MCP server](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook/badges/score.svg)](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook) 🐍 ☁️ - Deterministic AI audit layer: evaluates LLM/agent outputs against configurable policies (jailbreak, safety, quality, wallet, trade, MEV compliance) and writes every verdict to a tamper-evident SHA-256 hash chain — metadata only, never raw content. 17 tools including a full crypto-trading compliance suite. Pay-per-call via x402 (USDC on Base), from $0.01. `mcp.fronesislabs.com/mcp`
- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [![hernaninverso/eleion-scanner-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register/verify your domains, queue security scans (headers, TLS, DNS, ports, CVEs + AI-specific checks) and read findings, for AI agents. Install with `npx -y eleion-scanner-mcp`.
- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [![qinisolabs/qiniso MCP server](https://glama.ai/mcp/servers/qinisolabs/qiniso/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) — verify the structured facts an agent emits against checksums and curated data.
- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [![node-man/dechonet-mcp MCP server](https://glama.ai/mcp/servers/node-man/dechonet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp`
- [kakunin-ai/kakunin-mcp](https://github.com/kakunin-ai/kakunin-mcp) [![nqzai/kakunin-mcp MCP server](https://glama.ai/mcp/servers/nqzai/kakunin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nqzai/kakunin-mcp) 🎖️ 📇 ☁️ 🏠 - Compliance and identity for AI agents — verify an agent's certificate scope, read its behavioral risk score, and append to an immutable audit trail. X.509 identity issued via AWS KMS; MiCA / EU AI Act aligned. `npx -y @kakunin/mcp`
- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [![honeylabs-mcp MCP server](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier.
- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [![kent-tokyo/shohei MCP server](https://glama.ai/mcp/servers/kent-tokyo/shohei/badges/score.svg)](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking.
- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [![orihime MCP server](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime/badges/score.svg)](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime`
- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [![alexar76/aimarket-mcp MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - **SSRF-hardened web gateway MCP** — `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) · Registry `io.github.alexar76/aimarket-mcp`.
- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [![alexar76/aimarket-oracle-gateway MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - **Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).
- [alexar76/argus](https://github.com/alexar76/argus) [![alexar76/argus MCP server](https://glama.ai/mcp/servers/alexar76/argus/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - **ARGUS-3 as a stdio MCP server** (`argus mcp` → `argus_ask`, `argus_status`). **WARDEN** vets third-party MCP servers before any tool runs (LUMEN-scored firewall, tool-def pinning, drift sentinel). Distinct from `aimarket-oracle-gateway` (oracle tools) and `aimarket-plugins` (hub packager). npm `@alexar76/argus3` · [live](https://magic-ai-factory.com/argus/).
- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [![agent-trust-stack-mcp MCP server](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/).
- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [![trustboost-pii-sanitizer MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers, national IDs, private keys, and financial data before text reaches LLMs. Supports EN, ES (LATAM), PT (BR/PT), DE, JA. Solana-native payments via Helius oracle.
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [![unphurl-mcp MCP server](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) 📇 ☁️ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [![authbox MCP server](https://glama.ai/mcp/servers/MARUCIE/authbox/badges/score.svg)](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript.
- [Acacian/aegis](https://github.com/Acacian/aegis) [![aegis MCP server](https://glama.ai/mcp/servers/Acacian/aegis/badges/score.svg)](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
- [ajipurn/fida](https://github.com/ajipurn/fida) [![fida MCP server](https://glama.ai/mcp/servers/ajipurn/fida/badges/score.svg)](https://glama.ai/mcp/servers/ajipurn/fida) 🦀 🏠 - Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [![aeoess/agent-passport-mcp MCP server](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation, and governance: issue passports, build and verify narrowing-only delegation chains, enforce policy at a gateway, and emit signed admission and outcome records. 150 tools. `npx -y agent-passport-system-mcp`
- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [![chronoverify-mcp MCP server](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance before an agent trusts it: cryptographic C2PA Content Credentials validation against the official trust lists, EXIF and XMP consistency checks, and classical pixel forensics fused into one typed verdict with a 0 to 100 confidence. Free keyless tier, opt-in shareable verdict permalinks, and key-gated signed PDF audit reports. Provenance validation, not a deepfake detector. `npx chronoverify-mcp`
- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [![agentforge-trust-mcp MCP server](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API.
- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [![agentgraph-co/agentgraph MCP server](https://glama.ai/mcp/servers/agentgraph-co/agentgraph/badges/score.svg)](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [![AgentValet/AgentValet MCP server](https://glama.ai/mcp/servers/AgentValet/AgentValet/badges/score.svg)](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned.
- [AperionAI/shield](https://github.com/AperionAI/shield) [![AperionAI/shield MCP server](https://glama.ai/mcp/servers/AperionAI/shield/badges/score.svg)](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls — DROP TABLE, rm -rf, force-push — before they execute. MCP supply-chain protection: TOFU tool-catalog pinning against rug pulls, plus tool-description and tool-result scanning for tool poisoning and prompt injection. 51 starter rules, approval gates, audit logging. Single binary, Apache-2.0.
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [![nobulex-mcp-server MCP server](https://glama.ai/mcp/servers/arian-gogani/nobulex/badges/score.svg)](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake — no proof, no transaction. MIT licensed, 4,244 tests.
- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [![9hannahnine-jpg/arc-gate-mcp MCP server](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [![agent-ward MCP server](https://glama.ai/mcp/servers/agentward-ai/agent-ward/badges/score.svg)](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [![gaoharimran29-glitch/Cybersecurity-MCP-Server MCP server](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) 🐍 🏠 🪟 🍎 🐧 - Cybersecurity reconnaissance server for Claude. WHOIS lookup, DNS enumeration with subdomain brute-forcing, Nmap port scanning with service detection, SSL/TLS certificate inspection, technology stack fingerprinting, CVE lookup, and IP reputation checking. Runs fully locally via FastMCP.
- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [![vinaybhosle/agentstamp MCP server](https://glama.ai/mcp/servers/vinaybhosle/agentstamp/badges/score.svg)](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) 📇 ☁️ - Trust intelligence for AI agents — identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments.
- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard)[![runtime-guard MCP server](https://glama.ai/mcp/servers/runtimeguard/runtime-guard/badges/score.svg)](https://glama.ai/mcp/servers/runtimeguard/runtime-guard)🐍 🏠🍎 🪟 - Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for any touched files.
- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [![air-blackbox-mcp MCP server](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings.
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [![shield-api-mcp MCP server](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) 📇 ☁️ 🍎 🪟 🐧 - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.
- [rudraneel93/mcp-guardian](https://github.com/rudraneel93/mcp-guardian) [![rudraneel93/mcp-guardian MCP server](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian/badges/score.svg)](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian) 📇 🏠 🍎 🪟 🐧 - Security and governance proxy for MCP infrastructure. Enforces YAML-configurable policies (blocklists, rate limits, token budgets), tracks real token costs via tiktoken, monitors server health with live JSON-RPC probes. Features include OAuth 2.1/OIDC with RBAC, web dashboard with Prometheus metrics, payload normalization against encoding bypasses, semantic shell AST analysis, mTLS zero-trust networking, circuit breakers, and a formal STRIDE threat model. 168 tests across 16 suites. Install: npm install -g @mcp-guardian/server
- [jagmarques/asqav-mcp](https://github.com/jagmarques/asqav-mcp) [![asqav-mcp MCP server](https://glama.ai/mcp/servers/jagmarques/asqav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jagmarques/asqav-mcp) 🐍 🏠 🍎 🪟 🐧 - AI agent governance MCP server with policy enforcement, quantum-safe audit trails (ML-DSA), multi-party authorization, and compliance reporting. Check policies, sign actions, and verify signatures through MCP tools.
- [jamjet-labs/jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim) [![jamjet-policy MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy) 📇 🏠 🍎 🪟 🐧 - MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (block / require_approval / audit / budget cap) to `tools/call` requests before they reach the real MCP server. The same policy also runs in Claude Code PreToolUse hooks (`@jamjet/claude-code-hook`), OpenAI Agents SDK guardrails (`@jamjet/openai-guardrail`), and JamJet's Python/TS SDKs — `jamjet audit show` tails every decision across every adapter from `~/.jamjet/audit/`.
- [imran-siddique/agentos-mcp-server](https://github.com/imran-siddique/agent-os/tree/master/extensions/mcp-server) [![agentos-mcp-server MCP server](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server) - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails.
- [kastelldev/kastell](https://github.com/kastelldev/kastell) [![kastelldev/kastell MCP server](https://glama.ai/mcp/servers/kastelldev/kastell/badges/score.svg)](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Headers), CIS/PCI-DSS/HIPAA compliance mapping, 19-step production hardening, fleet management, and forensic evidence collection. Supports Hetzner, DigitalOcean, Vultr, and Linode. 13 MCP tools.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [![ze6ad36390 MCP server](https://glama.ai/mcp/servers/ze6ad36390/badges/score.svg)](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [![bluetieroperations-create/blackwall-mcp MCP server](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) 📇 ☁️ - Pre-action risk gate for AI agents. One `forecast` tool the agent calls before any irreversible action (send money, run SQL, delete data); returns a risk score (0–100), reversibility class, named red flags from 28 failure modes, and a gate: proceed / confirm / human-required.
- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [![Perufitlife/web-exposure-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes — exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only.
- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [![Bichev/agentradar-mcp MCP server](https://glama.ai/mcp/servers/Bichev/agentradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) · npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp).
- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [![Buggy1111/anonymize-mcp MCP server](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via ÚFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`.
- [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [![FoundryNet/mint-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/mint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol — universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools.
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
- [Declade/lucairn-sdks](https://github.com/Declade/lucairn-sdks) [![Declade/lucairn-sdks MCP server](https://glama.ai/mcp/servers/Declade/lucairn-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Declade/lucairn-sdks) 📇 ☁️ 🍎 🪟 🐧 - Privacy-preserving AI gateway. Sanitises PII (German + English; Microsoft Presidio + custom recognisers) before prompts reach Anthropic / OpenAI / your LLM, then emits a signed cryptographic certificate per call (Ed25519 + RFC 3161 timestamp + Sigstore Rekor anchoring). EU GDPR + AI Act ready. Free tier 500 calls/month, BYOK. Install: `npx -y @lucairn/mcp-server`. Docs: https://lucairn.eu/developer/mcp.
- [chrbailey/promptspeak-mcp-server](https://github.com/chrbailey/promptspeak-mcp-server) [![promptspeak-mcp-server MCP server](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server) 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for AI agents. Intercepts and validates every agent tool call through an 8-stage pipeline before execution — risk classification, behavioral drift detection, hold queue for dangerous operations, and complete audit trail. 45 tools, 658 tests.
- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [![Wireshark-MCP MCP server](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP/badges/score.svg)](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) 🐍 🏠 - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.
- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [![corewebvitals/state-of-cwv-mcp MCP server](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) ☁️ - Free remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: `https://www.corewebvitals.io/api/state-of-cwv/mcp`.
- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [![coreyhines/opnsense-mcp MCP server](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API. Query ARP, DHCP, firewall rules, logs, interfaces, system status, and packet capture via STDIO or SSE.
- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [![creatorrmode-lead/avp-sdk MCP server](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk/badges/score.svg)](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) 📇 ☁️ - Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring.
- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [![gebalamariusz/cloud-audit MCP server](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit/badges/score.svg)](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [![datanexusmcp/mcp-server MCP server](https://glama.ai/mcp/servers/datanexusmcp/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) 🏠 ☁️ - 55 tools for verified public data lookups — CVE/SBOM security audits, licence compliance, patents, federal contracts, NPI provider lookups, nonprofit 990 filings, and domain intelligence. No API key required.
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [![mcp-skylos MCP server](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos/badges/score.svg)](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟  🐧 - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [![taskbounty-check MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-check/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes `scan_repo`, `explain_finding`, and `generate_fix_plan` to MCP clients; reads only allowlisted workflow and update configuration, modifies nothing, makes no outbound requests by default, and has zero runtime dependencies. Run with `npx -y taskbounty-check@0.1.6 mcp`.
- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [![emiliaprotocol/emilia-protocol MCP server](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol/badges/score.svg)](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Human sign-off + trust receipts for AI agents: requires a named human's approval before an irreversible action (payment release, record change, deploy), then mints an offline-verifiable Ed25519 Trust Receipt. Also exposes trust profiles, receipt verification, disputes, and delegation. Apache-2.0; policy engine formally verified. Install: `npx -y @emilia-protocol/mcp-server`.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [![fetch-guard MCP server](https://glama.ai/mcp/servers/@Erodenn/fetch-guard/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.
- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [![forgemeshlabs/x402-notary-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Cryptographic receipts for AI outputs: notarize any model inference with a signed Ed25519 attestation, sha256 content hash, and Merkle chain-anchor on Base or Solana. $0.001 per call via x402 USDC micropayments; verification is free and needs no wallet. Notarizes the hash, never your prompts. `npx -y @forgemeshlabs/x402-notary-mcp`
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client.  It enables you to automate the process of performing binary analysis and reverse engineering.
- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
- [getaegis/aegis](https://github.com/getaegis/aegis) [![getaegis/aegis MCP server](https://glama.ai/mcp/servers/getaegis/aegis/badges/score.svg)](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server.
- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [![Kjopstad-IT/rqwstr-mcp MCP server](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - AI-native HTTP security testing toolkit: 17 tools (send, intruder, race, chain, oob) with low-level control over HTTP/1.1 + HTTP/2 (raw framing, connection pinning).
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [![Kzino/vorim-mcp-server MCP server](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) 📇 ☁️ 🍎 🪟 🐧 - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
- [goklab/guardvibe](https://github.com/goklab/guardvibe) [![MCP Server](https://glama.ai/mcp/servers/goklab/guardvibe/badge)](https://glama.ai/mcp/servers/goklab/guardvibe) 📇 🏠 🍎 🪟 🐧 - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code — scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [![ARKALDA/hejdar-mcp MCP server](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) 🐍 ☁️ - Runtime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes.
- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [![cleaner-code MCP server](https://glama.ai/mcp/servers/goldmembrane/cleaner-code/badges/score.svg)](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) 📇 🏠 🍎 🪟 🐧 - AI code security scanner MCP server. Detects 9 categories of threats in AI-generated code (invisible Unicode, Trojan Source, homoglyphs, Glassworm steganography, rules file backdoors, dependency typosquatting, obfuscation) using static analysis plus CodeBERT deep learning. Runs locally, free tier.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [![I4cTime/quantum_ring MCP server](https://glama.ai/mcp/servers/I4cTime/quantum_ring/badges/score.svg)](https://glama.ai/mcp/servers/I4cTime/quantum_ring) 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation.
- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [![icoretech/warden-mcp MCP server](https://glama.ai/mcp/servers/icoretech/warden-mcp/badges/score.svg)](https://glama.ai/mcp/servers/icoretech/warden-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official `bw` CLI.
- [infai-tech/vulnfeed-mcp](https://github.com/infai-tech/vulnfeed-mcp) [![vulnfeed-mcp MCP server](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp) 🐍 🏠 🍎 🪟 🐧 - Dependency vulnerability scanner with EPSS exploit probability scoring. Scans lockfiles (npm, pip, Go, Cargo, Ruby, Composer, Gradle, NuGet, Mix), prioritizes by real-world exploit likelihood, recommends fix versions. 9 MCP tools for scanning, monitoring, and alerting. Free tier + x402 micropayments. `pip install vulnfeed-mcp`
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.
- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [![itsalissonsilva/ModelSafetyMCP MCP server](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP/badges/score.svg)](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) 🐍 🏠 - MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage using ModelScan, PickleScan, and heuristic inspection.
- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [![inkog-mcp MCP server](https://glama.ai/mcp/servers/inkog-io/inkog/badges/score.svg)](https://glama.ai/mcp/servers/inkog-io/inkog) 📇 ☁️ - AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.
- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) 🐍 ☁️ 🏠 - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [![clawguard-mcp MCP server](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [![jnMetaCode/shellward MCP server](https://glama.ai/mcp/servers/jnMetaCode/shellward/badges/score.svg)](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies.
- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [![JoeyBrar/agentseal-mcp MCP server](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents. Records every agent action in a SHA-256 hash chain, making an audit trail. Install via `npx agentseal-mcp`.
- [jonnybottles/patch-tuesday-mcp](https://github.com/jonnybottles/patch-tuesday-mcp) [![jonnybottles/patch-tuesday-mcp MCP server](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the official MSRC Security Update Guide. Monthly rollups, CVE/KB lookups, supersedence chains, product watchlists, and urgency-ranked results enriched with EPSS scores and the CISA KEV catalog. No API keys; also available as a free hosted remote endpoint. `uvx patch-tuesday-mcp`
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [![securecode-mcp MCP server](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies.
- [ndl-systems/kevros-mcp](https://github.com/ndl-systems/kevros-mcp) [![kevros-mcp MCP server](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp) 🐍 ☁️ - Governance primitives for autonomous agents — verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier: 100 calls/month.
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [![moltrust-mcp-server MCP server](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base.
- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [![agent-bom MCP server](https://glama.ai/mcp/servers/@msaad00/agent-bom/badges/score.svg)](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [![mrz1880/mcp-keycloak-admin MCP server](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin/badges/score.svg)](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak through its Admin REST API — users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin`
- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [![mcp-shield MCP server](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield`
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [![rob925/mcp-shield MCP server](https://glama.ai/mcp/servers/rob925/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner and MCP server for MCP servers and AI agent tools. Detects secrets, shell execution, risky tool descriptions, environment access, and prompt-injection phrases. `mcp-shield-server`
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [![operant-mcp MCP server](https://glama.ai/mcp/servers/operantlabs/operant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [![OrygnsCode/opa-mcp-server MCP server](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Open Policy Agent (OPA) and Rego policy toolkit. 32 tools spanning authoring (format, lint, check, deps), evaluation (eval, test, bench, coverage), and OPA REST control (policies, data, decisions, compile). Wraps the OPA CLI and the [Regal](https://github.com/StyraInc/regal) linter, with AI-assisted helpers for explaining decisions, generating test skeletons, and suggesting fixes.
- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [![Pentagonal-ai/pentagonal MCP server](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal/badges/score.svg)](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - AI-powered smart contract security forge with 8-agent adversarial pen test. Generate, audit, fix, and compile contracts across 8 chains (Ethereum, Solana, Polygon, Base, Arbitrum, Optimism, BSC, Avalanche). Token intelligence with honeypot detection. x402 USDC payments for autonomous agents.
- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [![P4ST4S/mcp-audit MCP server](https://glama.ai/mcp/servers/P4ST4S/mcp-audit/badges/score.svg)](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️🏠 - Transparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [![piiiico/proof-of-commitment MCP server](https://glama.ai/mcp/servers/piiiico/proof-of-commitment/badges/score.svg)](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo, and Go packages. 9 tools for behavioral trust signals — publisher depth, release consistency, maintenance patterns. Both axios and node-ipc scored CRITICAL before they got attacked. Free CLI, CI gate, REST API. No API key required.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [![ppcvote/misp-mcp-server MCP server](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - MISP (Malware Information Sharing Platform) MCP server with built-in prompt injection defense via [prompt-defense-audit](https://github.com/ppcvote/prompt-defense-audit). 8 read-only threat-intel tools (events, attributes, search, tags, feeds, galaxies). Scans every MISP response for adversarial seeding before returning to LLM. Tracks [MISP/MISP#10745](https://github.com/MISP/MISP/issues/10745). MIT.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [![rafapra3008/cervellaswarm MCP server](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm/badges/score.svg)](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify AI agent communication protocols using session types. Formal specification with Lean 4 proofs, linter, formatter, and LSP. Catches deadlocks and role violations before deployment.
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.
- [rev2ret/SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP) [![rev2ret/SecureAudit-MCP MCP server](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP) 📇 🏠 🍎 🪟 🐧 - Model Context Protocol (MCP) server for static C/C++ memory-safety scanning and compiled PE/ELF binary protections auditing (ASLR, DEP/NX, SafeSEH, PIE) with secure templates remediation.
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
- [Rul1an/assay](https://github.com/Rul1an/assay) [![Rul1an/assay MCP server](https://glama.ai/mcp/servers/Rul1an/assay/badges/score.svg)](https://glama.ai/mcp/servers/Rul1an/assay) 🦀 🏠 🍎 🪟 🐧 - Policy-as-code gate for MCP. A fail-closed proxy that denies risky tool calls before they run, produces offline-verifiable evidence bundles of what executed, and enforces IPv4/TCP egress in-kernel via eBPF/LSM and Landlock on Linux. Deterministic and offline-first.
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [![scamverifyai/scamverify-mcp MCP server](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) 📇 ☁️ - AI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat intelligence records (FTC/FCC complaints, carrier analysis, URLhaus, ThreatFox). Returns risk scores, verdicts, and detailed signals. 10 tools, OAuth 2.1 + API key auth, Streamable HTTP transport.
- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [![agentscore-mcp-server MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required.
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [![tomjwxf/scopeblind-gateway MCP server](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway/badges/score.svg)](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) 📇 🏠 — Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [sekera-radim/impri](https://github.com/sekera-radim/impri) [![sekera-radim/impri MCP server](https://glama.ai/mcp/servers/sekera-radim/impri/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/impri) 🎖️ 📇 ☁️ 🏠 - Human-in-the-loop approval inbox for AI agents. An agent submits a proposed action (send email, post comment, run a command) via `impri_push_action`, a human approves, rejects, or edits it from a web, mobile, or Slack/Discord/Telegram inbox, and the agent only proceeds on an approved decision. The gate is a data dependency, not a prompt. Full audit trail, self-hostable (MIT, Docker Compose). `npx @impri/mcp`
- [semgrep/mcp](https://github.com/semgrep/mcp) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev). 
- [sgateway/s-gw](https://github.com/sgateway/s-gw) [![sgateway/s-gw MCP server](https://glama.ai/mcp/servers/sgateway/s-gw/badges/score.svg)](https://glama.ai/mcp/servers/sgateway/s-gw) 📇 🏠 🍎 🪟 🐧 - Local credential approval and execution gateway for AI coding agents. Agents receive typed handles instead of raw API tokens, SSH keys, and cloud credentials; one-time approvals bind the credential, command, arguments, working directory, environment bindings, and target. Injects credentials only into the approved child process, sanitizes output, and records a local audit trail. Install with `npm install -g @s-gw/s-gw`.
- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [![dneiil7zph MCP server](https://glama.ai/mcp/servers/dneiil7zph/badges/score.svg)](https://glama.ai/mcp/servers/dneiil7zph) 📇 ☁️ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [![sidclawhq/platform MCP server](https://glama.ai/mcp/servers/sidclawhq/platform/badges/score.svg)](https://glama.ai/mcp/servers/sidclawhq/platform) 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [![Chronolapse411/sicarius-guard MCP server](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard/badges/score.svg)](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) 📇 ☁️ - Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market enrichment, and composite risk scoring. Deployed on Google Cloud Run.
- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [![sint-ai/sint-protocol MCP server](https://glama.ai/mcp/servers/sint-ai/sint-protocol/badges/score.svg)](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [![Skyrxin/sast-mcp-server MCP server](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scan→patch→re-scan→verify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira).
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [![codeinspectus MCP server](https://glama.ai/mcp/servers/Synvoya/codeinspectus/badges/score.svg)](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and adds AI-code-specific checks (client-side secret exposure, Supabase RLS, prompt-injection & LLM-output XSS sinks). No account, no telemetry.
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [![velvetway/minreestr-mcp MCP server](https://glama.ai/mcp/servers/velvetway/minreestr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search каталогпо.рф (Russian software registry, 26k+ products) for import-substitution and ФСТЭК/ФСБ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ФЗ, 187-ФЗ) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
- [wei9072/aegis](https://github.com/wei9072/aegis) [![wei9072/aegis MCP server](https://glama.ai/mcp/servers/wei9072/aegis/badges/score.svg)](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing — emits BLOCK / WARN / PASS verdicts, never coaches the agent.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [![zekebuilds-lab/captcha-mcp MCP server](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - L402 Lightning paywall + Hashcash proof-of-work gate for MCP tool calls. Free tier solves a PoW challenge; paid tier pays a Lightning invoice via self-hosted LNBits. No accounts, no API keys, no third-party SaaS. Drop-in middleware for any MCP server. `npx @powforge/captcha-mcp`.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) 📇 ☁️ 🏠 - MCP server for Zitadel identity management — manage users, projects, OIDC apps, roles, and service accounts through natural language.
- [taniwhaai/arai](https://github.com/taniwhaai/arai) [![taniwhaai/arai MCP server](https://glama.ai/mcp/servers/taniwhaai/arai/badges/score.svg)](https://glama.ai/mcp/servers/taniwhaai/arai) 🦀 🏠 🍎 🪟 🐧 - Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) — no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision: deny` to block tool calls in Claude Code; advisory rules inject context. PostToolUse is correlated with PreToolUse to produce per-rule obeyed/ignored compliance verdicts in a local JSONL audit log. MCP tools — `arai_add_guard` (register rules mid-session), `arai_list_guards`, `arai_recent_decisions` — work in any MCP client (Claude Desktop, Cursor, Windsurf, Cline). No network on the hook hot path; opt-out anonymous telemetry.
- [toan203/osv-ui](https://github.com/toan203/osv-ui) [![toan203/osv-ui MCP server](https://glama.ai/mcp/servers/toan203/osv-ui/badges/score.svg)](https://glama.ai/mcp/servers/toan203/osv-ui) 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev.
- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [![ScopeBlind/verify-mcp MCP server](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) 📇 🏠 🍎 🪟 🐧 - Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
- [jstibal/openterms-mcp](https://github.com/jstibal/openterms-mcp) [![jstibal/openterms-mcp MCP server](https://glama.ai/mcp/servers/jstibal/openterms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jstibal/openterms-mcp) 🐍 ☁️ - Ed25519-signed consent receipts and programmable policy engine for AI agents. Spending caps, action whitelists, escalation thresholds, and JWKS-backed provider verification. Independently verifiable.
- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [![mcp-oracle-h MCP server](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h/badges/score.svg)](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) 📇 ☁️ 🍎 🪟 🐧 - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%.
- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [![DocSentinel MCP server](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.
- [urldna/mcp](https://github.com/urldna/mcp) [![urlDNA MCP server](https://glama.ai/mcp/servers/urldna/mcp/badges/score.svg)](https://glama.ai/mcp/servers/urldna/mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans.
- [uchit/mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance) [![uchit/mcp-regulated-ai-compliance MCP server](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance/badges/score.svg)](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance) 📇 🏠 🍎 🪟 🐧 - Regulated-industry AI compliance knowledge as MCP. 6 tools (lookup_control · classify_use_case · crosswalk · walk_playbook · get_anti_pattern · list_regulations), 53 resources, 5 prompts. Covers EU AI Act, APRA CPS 230/234, NIST AI RMF, ISO 42001, AU AI Safety Standard (DISR Aug 2024), OWASP LLM Top 10, SLSA, SSDF, OAIC APPs, GDPR, DORA + 17 more frameworks. 56 controls × 28 regulations × 261 tools, 15 named anti-patterns, 20-entry crosswalk matrix. Apache 2.0 + CC BY 4.0 dataset. Install: `npx -y @hellouchit/mcp-regulated-ai-compliance`
- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [![volta-mcp-server MCP server](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted notes for AI agents. Create and read self-destructing notes via Volta Notes with AES-256-GCM E2E encryption — the decryption key never leaves the URL fragment. Secure credential handoff between users and agents without secrets appearing in chat history.
- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [![proofport-ai MCP server](https://glama.ai/mcp/servers/zkproofport/proofport-ai/badges/score.svg)](https://glama.ai/mcp/servers/zkproofport/proofport-ai) 📇 ☁️ - Zero-knowledge proof generation MCP server for AI agents. Lets agents prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal information. Server-side proving in AWS Nitro Enclave TEE, paid via x402 USDC on Base. Built on Noir circuits (Aztec) and ERC-8004 agent identity. Reference application [OpenStoa](https://github.com/zkproofport/openstoa) won 1st place at The Synthesis Hackathon ("Agents That Keep Secrets" track).
- [zyx77550/sparda](https://github.com/zyx77550/sparda) [![zyx77550/sparda MCP server](https://glama.ai/mcp/servers/zyx77550/sparda/badges/score.svg)](https://glama.ai/mcp/servers/zyx77550/sparda) 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express / FastAPI / Next.js app — reads safe by default, writes gated behind human confirmation. The same engine also proves deploys and PRs (`apocalypse` / `review`).
- [cuttalo/depscope](https://github.com/cuttalo/depscope) [![cuttalo/depscope MCP server](https://glama.ai/mcp/servers/cuttalo/depscope/badges/score.svg)](https://glama.ai/mcp/servers/cuttalo/depscope) 📇 ☁️ 🏠 - Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) — check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known bugs, breaking changes, stack compatibility and error-to-fix. 31k+ packages, 2.2k+ CVEs enriched. Zero auth, MIT. Remote URL https://mcp.depscope.dev/mcp or stdio `npx depscope-mcp`.
- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [![UPinar/contrastapi MCP server](https://glama.ai/mcp/servers/UPinar/contrastapi/badges/score.svg)](https://glama.ai/mcp/servers/UPinar/contrastapi) 🐍 ☁️ - Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.

- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [![vaulted-fyi/vaulted-mcp-server MCP server](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) 📇 🏠 🍎 🪟 🐧 - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context.

- [mopanc/depguard](https://github.com/mopanc/depguard) [![mopanc/depguard MCP server](https://glama.ai/mcp/servers/mopanc/depguard/badges/score.svg)](https://glama.ai/mcp/servers/mopanc/depguard) 📇 🏠 🍎 🪟 🐧 - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 28 MCP tools. Zero runtime dependencies — the SBOM serializer is implemented natively against the public CycloneDX schema.

- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [![shyshlakov/pci-dss-mcp MCP server](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) 🏎️ 🏠 🍎 🪟 🐧 - PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners detect PAN/CVV exposure, weak crypto, missing audit logs, vulnerable deps, TLS misconfig, auth weaknesses, plus CycloneDX 1.6 SBOM generation - each finding mapped to the exact PCI requirement. AI-assisted triage via triage_findings. Keyless-signed multi-arch Docker image on ghcr.io.
- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [![layervai/qurl-mcp MCP server](https://glama.ai/mcp/servers/layervai/qurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/layervai/qurl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) for AI agents — secure URL gateway for the qURL API. 9 tools (create / resolve / list / get / delete / extend / update / mint-link / batch-create), 3 resources, 3 guided prompts. stdio transport, OIDC-attested npm provenance.
- [zw008/VMware-Harden](https://github.com/zw008/VMware-Harden) [![zw008/vmware-harden MCP server](https://glama.ai/mcp/servers/zw008/vmware-harden/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-harden) 🐍 ☁️ - VMware vSphere compliance and hardening — read-only baseline scanning plus drift detection across CIS, vSphere SCG, China DJCP 2.0, and PCI-DSS frameworks. 6 read-only tools with LLM-powered remediation suggestions (apply-side gated through vmware-pilot approval workflow).
- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [![WRG-11/wrg-sigma-rules MCP server](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules/badges/score.svg)](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution.
- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [![BeBraveBeKind/mcpskills-server MCP server](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server/badges/score.svg)](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io
- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [![gautam-u/sieve-mcp MCP server](https://glama.ai/mcp/servers/gautam-u/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504).
- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [![yessGlory17/job-verify MCP server](https://glama.ai/mcp/servers/yessGlory17/job-verify/badges/score.svg)](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check whether a recruiter or job offer is a scam before you reply. Extracts entities (company, links, email, phone, wallets) from a pasted message and cross-checks company registration, domain age, look-alike/typosquat domains, phishing & malware blocklists, email deliverability, crypto-scam databases, and Internet Archive history — free OSINT, no API keys.
- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [![shieldly-io/mcp MCP server](https://glama.ai/mcp/servers/shieldly-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/shieldly-io/mcp) 🎖️ 📇 ☁️ - Official [Shieldly](https://www.shieldly.io) MCP server: `analyze_iam_policy` and `analyze_cloudformation_template` tools flag AWS IAM privilege-escalation paths, wildcards, and over-permissive access. Free demo mode, no signup or API key needed. `npx -y @shieldly/mcp`.
- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [![OksigeniaSL/checker-mcp MCP server](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Domain security & privacy checker: 17 live checks (SPF, DMARC, DKIM, DNSSEC, TLS, CAA, security headers) scored 0-100 with remediation. Local-first, zero telemetry. In the official MCP Registry as `com.oksigenia/checker-mcp`; npm `@oksigenia/checker-mcp`.
- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [![mcp-server-mcpindex MCP server](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex/badges/score.svg)](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by natural-language task and get advisory trust screens (check_tool_trust, assess_server) before you connect. The directory client for mcpindex.ai; advisory, not a safety verdict.
- [calllint/calllint](https://github.com/calllint/calllint) [![calllint/calllint MCP server](https://glama.ai/mcp/servers/calllint/calllint/badges/score.svg)](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Pre-flight security linter for MCP servers, agent tools, and skills. Scans a config *before* it runs — offline, deterministic, evidence-backed — and returns SAFE / REVIEW / BLOCK / UNKNOWN verdicts without executing the server it judges. CLI (`npx calllint scan`), MCP server (`npx calllint-mcp`), SARIF + CI gate. UNKNOWN is never SAFE.
- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [![quantakrypto/pqc-tools MCP server](https://glama.ai/mcp/servers/quantakrypto/pqc-tools/badges/score.svg)](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Post-quantum readiness for AI coding agents: scan code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH), explain the harvest-now-decrypt-later exposure, get NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, verify fixes, and check dependencies. Content-based/advisory tools only. Run local (`npx @quantakrypto/mcp`) or the hosted OAuth endpoint at [mcp.quantakrypto.com](https://mcp.quantakrypto.com).

- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [![trustscoreagent/trustscoreagent MCP server](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent/badges/score.svg)](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of an AI microservice or public API *before* calling it, and submit ratings afterward — from a free, open trust registry (no account or API key). Scores combine Bayesian reputation and EigenTrust, strengthened by cryptographically signed service receipts and a Merkle audit trail. Install: `npx -y @trustscoreagent/mcp-server`.

- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [![mastyf-ai/mastyf.ai MCP server](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai/badges/score.svg)](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - Open-source runtime security proxy for MCP. Transparently intercepts every tools/call through an 18-class attack defense pipeline (prompt injection, SSRF, shell injection, SQL injection, credential exfil, polyglot attacks) with a YAML policy engine and 304-entry adversarial corpus. Trust scoring for npm MCP packages with 0-100 badges. Cloud dashboard, Docker image, Python SDK. MIT.
- [timescale/rsigma](https://github.com/timescale/rsigma) [![timescale/rsigma MCP server](https://glama.ai/mcp/servers/timescale/rsigma/badges/score.svg)](https://glama.ai/mcp/servers/timescale/rsigma) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine.

### 🌐 <a name="social-media"></a>Social Media

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [![06ketan/substack-ops MCP server](https://glama.ai/mcp/servers/06ketan/substack-ops/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` → `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [![AstaBlackClove/posthive MCP server](https://glama.ai/mcp/servers/AstaBlackClove/posthive/badges/score.svg)](https://glama.ai/mcp/servers/AstaBlackClove/posthive) 📇 🏠 - Schedule and manage social media posts across 13 platforms (Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, Facebook, Pinterest, Telegram, Nostr, X/Twitter, Discord, Tumblr). OAuth 2.0 + PKCE, 10 tools, draft-first workflow.
- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [![abhineet34/linkedin-mcp-server MCP server](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) 📇 🏠 - Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create/edit/delete posts (text, image, article), upload images, fetch profile, look up company pages, and check follower counts. Uses the official LinkedIn REST API with OAuth 2.0 (`w_member_social`, OIDC).
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [![BelleKou/mcp-viral-transformer MCP server](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer/badges/score.svg)](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [![substack-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [![TikTok Agent Publisher MCP server](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled.
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [![devag7/linkedin-mcp MCP server](https://glama.ai/mcp/servers/devag7/linkedin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [![tiktapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit MCP — download videos without watermark, get curated 15-hashtag sets across 15 niches with strategy tips, look up best posting times for 12 countries, and generate viral hook formulas across 8 categories. No API keys, no signup, free. Install: `npx -y tiktapdown-mcp`. Companion to [tiktapdown.com](https://tiktapdown.com).
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [![helbertparanhos/postforme-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [![drashrafsaiyed-cyber/instagram-mcp MCP server](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) 🐍 ☁️ - Control Instagram from Claude: publish photos, reels, and carousels, read account insights, manage comments, and reply to DMs. 14 tools via the Instagram Login API. One-click free Render deploy for Claude Web and mobile.
- [ihuzaifashoukat/x-use](https://github.com/ihuzaifashoukat/x-use) [![ihuzaifashoukat/x-use MCP server](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use/badges/score.svg)](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use) 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation with no X API key: it drives a real Chrome session using your own cookies. 33 tools for posting, replies, keyword search, engagement, single-tweet reads that return images as MCP content, per-account personas, proxy pools, and a persistent scheduled-action queue. Draft-approval mode is on by default, so write tools return a draft and nothing goes live until you call `approve_draft`. Listed on the official MCP Registry. Install: `pip install x-use-mcp`, then `x-use init` and `x-use mcp`.
- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [![jj-cheng25/weixin-articles-mcp MCP server](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat (微信) Official Account articles with native multimodal output — body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/视频号 (metadata + cover via public API).
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [![jorgenclaw/nostr-mcp-server MCP server](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) 📇 ☁️ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events — no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [Kadenzo/kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp) [![Kadenzo/kadenzo-mcp MCP server](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp) 📇 ☁️ - Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads, Bluesky, Mastodon, Telegram) — 13 tools for scheduling, media upload, AI caption generation, best-times, analytics, listening, and comments. `npx -y kadenzo-mcp`.
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁️ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
- [llmops-pro/marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp) [![llmops-pro/marketplace-mcp MCP server](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp) 📇 🏠 - Run a Shopstr / NOSTR marketplace storefront from an agent: create and update stalls and products in both the NIP-15 dialect (kind 30017/30018) and the Shopstr-modern dialect (kind 30019 shop + kind 30402 NIP-99 listings), including the Shopstr cache POST that makes cards actually render. 7 tools. `npx -y marketplace-mcp`.
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications  with search phrases, users, and date filtering.
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [![mikusnuz/meta-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform — 57 tools for publishing, comments, insights, hashtags, DMs, and token management.
- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [![mobileshop9991-star/clipwise-mcp MCP server](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools — viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com.
- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [![PostWire MCP server](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon & Discord from any AI agent via one MCP tool (`post_to_social`). Connect accounts once; flat per-brand pricing. Install: `npx -y postwire-mcp`.
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [![postfast-mcp MCP server](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant.
- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [![posteverywhere/mcp MCP server](https://glama.ai/mcp/servers/posteverywhere/mcp/badges/score.svg)](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`.
- [publora/mcp-server](https://github.com/publora/mcp-server) [![publora/mcp-server MCP server](https://glama.ai/mcp/servers/publora/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Official Publora MCP server — schedule and publish posts across 10 social platforms (Twitter/X, LinkedIn, Instagram, Threads, TikTok, YouTube, Facebook, Bluesky, Mastodon, Telegram) from Claude, Cursor, or any MCP client. 18 tools for cross-platform posting, scheduling, media upload, and LinkedIn analytics. Hosted at mcp.publora.com.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [![sf-mcp MCP server](https://glama.ai/mcp/servers/signal-found/sf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [![socialintel/socialintel-mcp MCP server](https://glama.ai/mcp/servers/socialintel/social-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys.
- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [![sofya-co/sofya-mcp MCP server](https://glama.ai/mcp/servers/sofya-co/sofya-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools for AI agents through the Sofya API. Search the web for full page content instead of snippets, fetch URLs as clean markdown (including PDFs), extract structured data from a page with a prompt, and run multi-source deep research that returns a cited report.
- [taisly/agent](https://github.com/taisly/agent) [![taisly/agent MCP server](https://glama.ai/mcp/servers/taisly/agent/badges/score.svg)](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts.
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [![vk-mcp-server MCP server](https://glama.ai/mcp/servers/bulatko/vk-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [![solnk-dev/solnk-mcp MCP server](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [![mcp-linkedin MCP server](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin/badges/score.svg)](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [![realMNohgee/hermtica MCP server](https://glama.ai/mcp/servers/realMNohgee/hermtica/badges/score.svg)](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - AI agent social network and marketplace with native MCP server. 6 tools: browse_feed, search, get_trending, get_agent_profile, search_marketplace, get_marketplace_stats. Endpoint: hermtica.com/api/mcp. Free.
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [![veezeehq/veezee-mcp MCP server](https://glama.ai/mcp/servers/veezeehq/veezee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys.
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [![vynly-mcp MCP server](https://glama.ai/mcp/servers/Vovala14/vynly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [![Xquik-dev/x-twitter-scraper MCP server](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper/badges/score.svg?v=2)](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) 📇 ☁️ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.

### 🔮 <a name="spirituality-and-esoterica"></a>Spirituality & Esoterica

Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.

- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [![adityarya24/astro-skill MCP server](https://glama.ai/mcp/servers/adityarya24/astro-skill/badges/score.svg)](https://glama.ai/mcp/servers/adityarya24/astro-skill) 🐍 🏠 🍎 🪟 🐧 - Open-source Vedic astrology engine and stdio MCP server — deterministic kundali, Vimshottari dasha (maha/antar/pratyantar), panchang, gochar + Sade Sati, ashtakavarga, guna milan, divisional charts, and 12-page Hindi janma patrika PDFs. Bundled Swiss Ephemeris, SQLite client storage, no API key.
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [![astroway/astroway-mcp MCP server](https://glama.ai/mcp/servers/astroway/astroway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`.
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [![Astral MCP server](https://glama.ai/mcp/servers/davidmosiah/astral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [![openfate-ai/bazi-mcp MCP server](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`.
- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [![socraticsurge/telugu-calendar-utilities MCP server](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities/badges/score.svg)](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu — Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`.

### 🏃 <a name="sports"></a>Sports

Tools for accessing sports-related data, results, and statistics.

- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [![anup-shesh/garmin-local-mcp MCP server](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental sync into SQLite you own, with server-side trends, lag-aware correlations, personal baselines, and anomaly detection returned as compact tables. Analysis keeps working offline when Garmin's API breaks, and a zero-auth FIT-bundle import fills gaps with no login at all.
- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [![arturogarrido/claudinho MCP server](https://glama.ai/mcp/servers/arturogarrido/claudinho/badges/score.svg)](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys.
- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [![Backspace-me/sportscore-mcp MCP server](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
- [chessceo/chessceo-mcp](https://github.com/chessceo/chessceo-mcp) [![chessceo/chessceo-mcp MCP server](https://glama.ai/mcp/servers/chessceo/chessceo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chessceo/chessceo-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chess data via [chess.ceo](https://chess.ceo) — 11.7M+ games and ~1.5M FIDE player profiles. 8 tools: player search, per-player opening preparation (opening tree with frequency + win rate), position statistics from the full game database, head-to-head records, and live tournament broadcasts. No API key. Remote server at `https://mcp.chess.ceo/mcp` or local via `npx -y @chessceo/mcp`.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [![DanielTomaro13/sportsdata-mcp MCP server](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book betting odds as ~500 tools across 28 providers — 10+ bookmakers (Sportsbet, TAB, Betfair, Pinnacle, FanDuel…), official league feeds (NBA, MLB, EPL, AFL, NRL, F1 telemetry), racing, and Kalshi/Polymarket prediction markets. Zero-config setup, no API keys for most providers. MIT.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [![dohyung1/x402-fpl-api MCP server](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api/badges/score.svg)](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) 🐍 🏠 - Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [![googlarz/suunto-mcp MCP server](https://glama.ai/mcp/servers/googlarz/suunto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/suunto-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context.
- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
- [iFan6oy/flash-props-mcp](https://github.com/iFan6oy/flash-props-mcp) [![iFan6oy/flash-props-mcp MCP server](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp/badges/score.svg)](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp) 📇 ☁️ - Live sports betting player props (NBA, MLB, NFL, NHL, NCAA, soccer) unified from real books over one REST API and a real MCP server. American odds, pre-game and live. Free tier, no card.
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [![wc26-mcp MCP server](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data — 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [![lacausecrypto/mcp-sports-hub MCP server](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub/badges/score.svg)](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) 📇 🏠 🍎 🪟 🐧 - Unified server aggregating 41 sports-data providers (~396 tools): live scores, standings, player stats, betting odds, F1/MotoGP/NASCAR, esports, chess, and more across NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, and MMA. 19 providers need no API key; provider filtering via presets. Also exposes MCP resources & prompts. `npx mcp-sports-hub`
- [livetennisapi/livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp) [![livetennisapi/livetennisapi-mcp MCP server](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time tennis for ATP, WTA, Challenger and ITF — live scores, players, fixtures, model win-probability, and match-winner market prices. 12 read-only tools; a plan wall returns a plain-English explanation instead of a bare 403. Free tier, no card. `npx -y livetennisapi-mcp`
- [lumifyai/lumify](https://github.com/lumifyai/lumify) [![lumifyai/lumify MCP server](https://glama.ai/mcp/servers/lumifyai/lumify/badges/score.svg)](https://glama.ai/mcp/servers/lumifyai/lumify) 📇 ☁️ - Agent-ready sports intelligence: schedules, live scores, odds, betting splits, and explainable bet confidence via hosted MCP (`https://lumify.ai/mcp`) or `npx -y @lumifyai/mcp`. Free instant key, no signup.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [![NasserAlbusaidi/macrofactor-mcp MCP server](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Fueling & recovery decision engine combining MacroFactor nutrition data with Garmin training data. Recovery checks, daily briefings, weekly reports, and nutrition-performance correlations over your own local data. Install: `uvx macrofactor-mcp`.
- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [![partymola/bosch-flow-mcp MCP server](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - MCP server for Bosch eBike Flow (Smart System / BES3). Read-only, signs in with your own Bosch account via PKCE. Battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2). Local SQLite cache with auto-sync.
- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [![partymola/fitbit-mcp MCP server](https://glama.ai/mcp/servers/partymola/fitbit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV.
- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [![partymola/withings-mcp MCP server](https://glama.ai/mcp/servers/partymola/withings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - MCP server for the Withings Health API: OAuth, local SQLite cache, and trend analysis for body composition, sleep, activity, workouts, and ECG.
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [![proplineapi/propline-mcp MCP server](https://glama.ai/mcp/servers/proplineapi/propline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV, and graded prop resolution (every Over/Under settled against real box scores) across 13 sportsbooks for MLB, NBA, NHL, NFL, soccer, and UFC. the-odds-api compatible; free tier, no card.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [![rajanshxrma/cadence MCP server](https://glama.ai/mcp/servers/rajanshxrma/cadence/badges/score.svg)](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health — sleep, recovery, workouts, and personal baselines in a local SQLite store.
- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [![rajdeepmondaldotcom/whoop-mcp-server MCP server](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code.
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [![XWeaponX7/rundida-mcp MCP server](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
  - [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [![sports-betting-mcp MCP server](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges.
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
### 🎧 <a name="support-and-service-management"></a>Support & Service Management
Tools for managing customer support, IT service management, and helpdesk operations.
- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁️ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) 📇 ☁️ - MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [![michaelrice/zendesk-mcp MCP server](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [![raalarcon9705/jira-mcp MCP server](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages.
- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [![selic/mcp-itglue MCP server](https://glama.ai/mcp/servers/selic/mcp-itglue/badges/score.svg)](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - MCP server for IT Glue, the MSP documentation platform. Semantic vector search over documentation, document and flexible-asset read/write, role-based access control, and bring-your-own-key support.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [![tracegazer/invgate-service-desk-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes.

### 🌎 <a name="translation-services"></a>Translation Services

Translation tools and services to enable AI assistants to translate content between different languages.

- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [![KyaniteLabs/DialectOS MCP server](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) 📇 🏠 - Spanish dialect localization server and CLI. Translates and QA-checks across 25 regional variants with register control, structure preservation, and adversarial quality gates.
- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) 📇 🏠 - Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and optimized batch processing with 25x speedup.
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [![waxberry-dev/live-translate-mcp MCP server](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) 📇 🏠 🍎 🐧 - Real-time English ↔ Mandarin Chinese speech translation. Transcribes audio locally with Whisper, translates via Claude API, and synthesises speech locally with Piper TTS. Pass a WAV file path and Claude handles the rest.

### 🎙️ <a name="speech-to-text"></a>Speech-to-Text

- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [![eviscerations/whisper-windows-mcp MCP server](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) 📇 🏠 🪟 - Windows-native local audio and video transcription using whisper.cpp with Vulkan GPU acceleration. No cloud APIs, no Python. Batch processing, multilingual support, model management, and background job handling built in.
- [ankurmans/pepys-mcp](https://github.com/ankurmans/pepys-mcp) [![ankurmans/pepys-mcp MCP server](https://glama.ai/mcp/servers/ankurmans/pepys-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) 📇 ☁️ 🏠 - Pay-once transcription for audio, video, and whole podcast feeds via [Pepys](https://pepys.co). Transcribe a file or a pasted YouTube/podcast link, get speaker diarization, export SRT/VTT, search a transcript, and check credit balance. Hosted connector (OAuth, no API key) or `npx pepys-mcp`. 99+ languages.
- [spokenmd/spoken](https://github.com/spokenmd/spoken) [![spokenmd/spoken MCP server](https://glama.ai/mcp/servers/spokenmd/spoken/badges/score.svg)](https://glama.ai/mcp/servers/spokenmd/spoken) 📇 ☁️ - Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance.

### 🎧 <a name="text-to-speech"></a>Text-to-Speech

Tools for converting text-to-speech and vice-versa

- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.
- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [![brainiall-mcp-server MCP server](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) 🐍 ☁️ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.
- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [![voice-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) 📇 ☁️ - Give Your Agent A Voice: x402 pay-per-call speech on Base with 20 voices, 10 personas, 31 languages, granular speed/quality controls, OpenAI-shaped requests, voice samples, and batch audio.
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
- [supertone-inc/supertone-mcp](https://github.com/supertone-inc/supertone-mcp) [![supertone-inc/supertone-mcp MCP server](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp/badges/score.svg)](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) 🐍 ☁️ 🍎 🪟 🐧 - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`.
- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support.

### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [![SEKeener/airtreks-mcp MCP server](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [![nightlife](https://glama.ai/mcp/servers/alcylu/nightlife-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking.
- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [![amirdaraee/luxembourg-mcp MCP server](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) 🎖️ 🐍 ☁️ 🏠 - Keyless access to official Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops, and the national open-data catalogue. 21 read-only tools, zero dependencies; hosted endpoint at mcp.luxembourg-mcp.com or local Python server. No API keys.
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [![Autonomad1/autonomad-travel MCP server](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel/badges/score.svg)](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - AI travel agent over MCP — live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included).
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
- [Departi/mcp-server](https://github.com/Departi/mcp-server) [![Departi/mcp-server MCP server](https://glama.ai/mcp/servers/Departi/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Departi/mcp-server) ☁️ - Travel compliance and curated booking for digital nomads — visa requirements, tax residency analysis, Schengen 90/180-day tracking, accommodation, transport, and experiences across 189 European destinations. Hosted at https://mcp.departi.eu/v3 (Streamable HTTP, OAuth 2.1).
- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [![Flightmussy/sunshine-atlas-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Where is it sunny? Monthly 0–100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport — ranked sunny-in-a-month searches, best-time-to-visit lookups and side-by-side comparisons from long-term climate normals. Hosted at https://sunshineatlas.com/api/mcp, no key required. Data CC BY 4.0.
- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [![Flightmussy/trainrouter-atlas MCP server](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) 📇 ☁️ - World train-route atlas for AI assistants — search 744 notable train routes (high-speed, scenic, night trains) and get facts and geometry for each. Hosted at https://trainrouter.com/mcp (Streamable HTTP, no auth); data CC BY 4.0.
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [![forgemeshlabs/travel-agent-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.
- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [![forgemeshlabs/travel-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [![gregoriofraile/gasolineras-mcp MCP server](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at every gas station in Spain, from the Spanish government's open data API. Find a municipality and get its stations sorted by price. No API key, no state, no telemetry.
- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [![HemmaBo-se/hemmabo-mcp-server MCP server](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [![japan-seasons-mcp MCP server](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily.
- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [![mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [![isabellaliebgott/mcp-esim MCP server](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim/badges/score.svg)](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. No API key. Install: `npx -y @worldcitisim/mcp-esim`.
- [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [![A A A](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api/badges/score.svg)](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) 🐍 ☁️ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings.
- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [![jordantete/verychic-mcp MCP server](https://glama.ai/mcp/servers/jordantete/verychic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [![MattJeff/orizn-mcp-server](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [![OctoTrip/rental-cars MCP server](https://glama.ai/mcp/servers/OctoTrip/rental-cars/badges/score.svg)](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Free rental car search with real-time pricing from multiple providers worldwide. No API key required. Hosted at mcp.octotrip.app.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [![PeanutSplash/chelaile-mcp MCP server](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required.
- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [![Perufitlife/aviation-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup.
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [![prosperkartik/hostaway-mcp MCP server](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [![roamzy-io/mcp-server MCP server](https://glama.ai/mcp/servers/roamzy-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM through chat. One eSIM for 192 countries, per-MB billing in USDT/USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required. [npm](https://www.npmjs.com/package/@roamzy/mcp-server)
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [![snenenenenenene/transita-mcp-server MCP server](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across 102 immigration pathways in 15 countries. Scores a profile (citizenship, education, work history, income, goal) against official government criteria — points thresholds, salary floors, language requirements — and returns ranked matches with processing times, fees, PR timelines and links to the official source. Also compares pathways side-by-side and reports live intake status for round-based programmes (Express Entry, Australia SkillSelect). Remote endpoint https://transita.app/api/mcp, no key required, or `npx @transita/mcp-server`.
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [![SoapyRED/freightutils-mcp MCP server](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - 17 freight calculation and reference tools — ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
- [street1983nk/infranode](https://github.com/street1983nk/infranode) [![street1983nk/infranode MCP server](https://glama.ai/mcp/servers/street1983nk/infranode/badges/score.svg)](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools.
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [![tickadoo MCP server](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
- [trendbender/italy-transfer](https://github.com/trendbender/italy-transfer) [![trendbender/italy-transfer MCP server](https://glama.ai/mcp/servers/trendbender/italy-transfer/badges/score.svg)](https://glama.ai/mcp/servers/trendbender/italy-transfer) 📇 ☁️ - Real-time train, bus, ferry and private transfer prices between 40+ Italian cities. Compare transport options across Italy instantly.
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [![shaikhspeare/wanderlog-mcp MCP server](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) 📇 ☁️ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates.
- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [![vbhjckfd/timetable-api-node MCP server](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node/badges/score.svg)](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [![vessel-api-mcp-server MCP server](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
- [victorlane/Flyan](https://github.com/victorlane/Flyan) [![victorlane/Flyan MCP server](https://glama.ai/mcp/servers/victorlane/Flyan/badges/score.svg)](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys.
- [VirajMishra1/wander-agent](https://github.com/VirajMishra1/wander-agent) [![VirajMishra1/wander-agent MCP server](https://glama.ai/mcp/servers/VirajMishra1/wander-agent/badges/score.svg)](https://glama.ai/mcp/servers/VirajMishra1/wander-agent) 🐍 🏠 🍎 🪟 🐧 - Personal travel agent with 66 tools — flights, hotels, visa checks, itinerary planning, travel advisories, currency conversion, passport power index, and credit card points/miles optimization. Offline-capable profile stores home airports, passports, and card portfolio. Install: `pip install wander-agent`.
- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [![Emanuele94/SimBrief-MCPServer MCP server](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer/badges/score.svg)](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis.

### 🔄 <a name="version-control"></a>Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM
- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [![costajohnt/oss-autopilot MCP server](https://glama.ai/mcp/servers/costajohnt/oss-autopilot/badges/score.svg)](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin.
- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [![daniloneto/bitbucket-mcp MCP server](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - MCP server for Bitbucket Cloud focused on pull-request review — read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio).
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [![Gitopia MCP Server](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker.
- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [![git-insight-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) 📇 🏠 🍎 🪟 🐧 - Semantic git queries beyond `git log`: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage.
- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [![jmrplens/gitlab-mcp-server MCP server](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [![mshegolev/gitlab-ci-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) 🐍 ☁️ 🏠 - GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [![nikolay-e/diffctx MCP server](https://glama.ai/mcp/servers/@nikolay-e/diffctx/badges/score.svg)](https://glama.ai/mcp/servers/@nikolay-e/diffctx) 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry.
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - An MCP server for managing your repositories on Forgejo/Gitea server.
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [![wkoverfield/quilt MCP server](https://glama.ai/mcp/servers/wkoverfield/quilt/badges/score.svg)](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship for a shared Git checkout, so multiple AI coding agents work in one repo and each commits only its own lines. Symbol-level claims prevent collisions and every commit is an ordinary Git commit.
- [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [![bbkt MCP server](https://glama.ai/mcp/servers/zach-snell/bbkt/badges/score.svg)](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can't use.

### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity

- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [![alex13slem/openproject-codex-plugin MCP server](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Write-capable MCP server for OpenProject API v3 with Community Edition support. Search, create, update, assign, prioritize, and comment on work packages. Published as `io.github.alex13slem/openproject` in the official MCP Registry and installable with `npx -y openproject-codex-plugin`.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [![wisflux/docmost-local-mcp MCP server](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - MCP server for self-hosted [Docmost](https://docmost.com/) (an open-source Notion/Confluence alternative). Read and write spaces, pages, comments, and members from Claude, Cursor, or VS Code. Works on the free Community Edition. `npx -y @wisflux/docmost-local-mcp`
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [![cortex-mcp MCP server](https://glama.ai/mcp/servers/@billylui/cortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [![Agentled/mcp-server MCP server](https://glama.ai/mcp/servers/Agentled/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [![ap311036/ews-meeting-mcp MCP server](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Safely schedule Outlook meetings on on-prem Exchange EWS. Resolves attendees, discovers rooms, suggests slots, and requires preview-confirmed create/update/cancel writes with local credential handling and audit-friendly lifecycle records.
- 
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [![arifur9993/attendance-engine-mcp MCP server](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v. AMN). 8 tools backed by [`@attendance-engine/core`](https://www.npmjs.com/package/@attendance-engine/core) — a pure-function, zero-deps, 100%-covered engine. Deterministic answers; same query, same answer, every time.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [![job-gpt-mcp-server MCP server](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [JobGPT](https://6figr.com/jobgpt) — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
- [backloghq/backlog](https://github.com/backloghq/backlog) [![backloghq/backlog MCP server](https://glama.ai/mcp/servers/backloghq/backlog/badges/score.svg)](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation.
- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [![Bidsketch/signwell-mcp MCP server](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official SignWell MCP server for e-signatures. Create document drafts from uploaded files or reusable templates, send them for signing, track status, send reminders, and download completed PDFs; also manages templates and validates text-tag placeholders in PDFs. Requires a SignWell API key. Install: `npx -y @signwell/mcp`.
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [![benmonopoli/open-greenhouse-mcp MCP server](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations.
- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) 🐍 🏠 🍎 🐧 - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server.
- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
- [bzdOS/hubd](https://github.com/bzdOS/hubd) [![bzdOS/hubd MCP server](https://glama.ai/mcp/servers/bzdOS/hubd/badges/score.svg)](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - Files-first project hub for teams of humans and AI agents: shared journal, cross-project tasks, agent queues, and a read-only kanban. MCP server + CLI, zero dependencies.
- [ayo-nci/bulkrender-mcp](https://github.com/ayo-nci/bulkrender-mcp) [![ayo-nci/bulkrender-mcp MCP server](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp) 📇 ☁️ - Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX template once, call `generate_document` or `generate_batch` with JSON data, and receive a signed download link. Walk-in `acp_*` tools let agents pay per-session via Stripe with no account required. `npx bulkrender-mcp`
- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [![can4hou6joeng4/boss-agent-cli MCP server](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli/badges/score.svg)](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization.
- [donggyun112/keymem](https://github.com/donggyun112/keymem) [![donggyun112/keymem MCP server](https://glama.ai/mcp/servers/donggyun112/keymem/badges/score.svg)](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents — recall by association, not vector similarity.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [![ByAxe/keynote-mcp MCP server](https://glama.ai/mcp/servers/ByAxe/keynote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [![gws-mcp-server MCP server](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [![ContextPulse MCP server](https://glama.ai/mcp/servers/ContextPulse/contextpulse/badges/score.svg)](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0.
- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [![corbym/backlog-mcp MCP server](https://glama.ai/mcp/servers/corbym/backlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbym/backlog-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files versioned in your repository.
- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [![Dan8Oren/mcp-apple-notes MCP server](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes/badges/score.svg)](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) 📇 🏠 🍎 - Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully locally — no API keys required.
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [![huly-mcp MCP server](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [![dpkdhingra91/aiia-mcp-server MCP server](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - Official MCP server for [AI Interview Agents](https://www.aiinterviewagents.com): create roles from a job description, screen and parse CVs, schedule and manage candidate voice interviews, send reminders, and read back scored reports with transcripts. Supports English, Hindi and other Indian languages.
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [![fizzy-mcp MCP server](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [![delega-mcp MCP server](https://glama.ai/mcp/servers/delega-dev/delega-mcp/badges/score.svg)](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev).
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
- [DmytroRybka/jobctl](https://github.com/DmytroRybka/jobctl-claude) [![DmytroRybka/jobctl-claude MCP server](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude/badges/score.svg)](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude) 📇 ☁️ - Job application tracker for developers. Agents record applications, interviews, statuses, salaries and next actions over a remote MCP server (OAuth); humans review and plan in a dashboard at [jobctl.app](https://jobctl.app). Published in the MCP registry as `io.github.DmytroRybka/jobctl`.
- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [![drzamarian/n8n-mcp-community MCP server](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community/badges/score.svg)](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) 📇 🏠 - Security-focused MCP server for self-hosted n8n Community Edition: 44 bounded tools for workflows, executions, credentials, tags, and diagnostics, read-only by default, with no external AI calls.
- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [![ellmos-ai/n8n-manager-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support.
- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [![ErnestoCorona/kanboard-mcp MCP server](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript MCP server for [Kanboard](https://kanboard.org) with multi-project routing via `.kanboard.yaml`. 37 tools, 982 unit tests, Docker multi-arch on GHCR, provenance-signed npm releases via OIDC, Diátaxis-structured docs, MIT licensed.
- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [![OurThinkTank/founders-os MCP server](https://glama.ai/mcp/servers/OurThinkTank/founders-os/badges/score.svg)](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context for your AI client: CRM, check points, automation triggers, financial ledger, tasks, playbooks, news feeds, projects, and semantic memory in one MCP server. Ask one question and it reads your CRM and books together. Your data stays in your own database. MIT licensed.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [![Alai MCP server](https://glama.ai/mcp/servers/getalai/Alai/badges/score.svg)](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [![n8n-pro-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Full-instance management for self-hosted n8n including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audit and health monitoring (51 tools).
- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [![HuntsDesk/ve-gws MCP server](https://glama.ai/mcp/servers/HuntsDesk/ve-gws/badges/score.svg)](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [![humanpages MCP server](https://glama.ai/mcp/servers/human-pages-ai/humanpages/badges/score.svg)](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [![sunsiyuan/human-survey MCP server](https://glama.ai/mcp/servers/sunsiyuan/human-survey/badges/score.svg)](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [![harvest-mcp-server MCP server](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) 📇 ☁️ 🏠 - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [![ilia-sokolov/OfficeAgent.NET MCP server](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET/badges/score.svg)](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Let agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document properties - with edits validated and previewed before saving. Built on the Open XML SDK; reads and writes documents in place through filesystem or SharePoint storage without automating Word. Runs over stdio or streamable HTTP.
- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [![byakugan MCP server](https://glama.ai/mcp/servers/JayOfemi/byakugan/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Private, local AI-text analysis (a detection read, the exact AI-tell spans, a reuse check, and a grammar pass) for the AI you already use.
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools
- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [![better-notion-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations.
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows.
- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [![Martinqi826/dida-mcp MCP server](https://glama.ai/mcp/servers/Martinqi826/dida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) 🐍 ☁️ - [Dida365](https://dida365.com/) (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [![minhhq-a1/odoo-pulse MCP server](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse/badges/score.svg)](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) 🐍 ☁️ - An AI Business Analyst for Odoo ERP: one-call reports with a verdict (business_pulse, pipeline_review, receivables_health, inventory_risk, sales_snapshot, absence_overview) over the XML-RPC API.
- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [![mnoomnoo/resume-mcp-server MCP server](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server`
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [![opsconduit/jobber-mcp MCP server](https://glama.ai/mcp/servers/opsconduit/jobber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation.
- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [![poolside-ventures/meetbot-mcp MCP server](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot: scheduling for AI agents. Check real calendar availability and book meetings on connected Google/Microsoft calendars. Pay per meeting booked, not per seat.
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [![prompeteer-mcp MCP server](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
- [proompteng/bilig](https://github.com/proompteng/bilig) [![proompteng/bilig MCP server](https://glama.ai/mcp/servers/proompteng/bilig/badges/score.svg)](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services.
- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [![re-port-flow/reportflow-mcp MCP server](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports (invoices, contracts, statements) from [ReportFlow](https://re-port-flow.com) templates. 9 tools, 4 resources, 3 prompt recipes. OAuth2 + PKCE for first-run auth; supports single PDF and batch (ZIP) generation. `npx -y reportflow-mcp`
- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [![remoet-labs/remoet-mcp MCP server](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier.
- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [![Jobicy MCP server](https://glama.ai/mcp/servers/Jobicy/remote-jobs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint.
- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [![slidecraft-in/presentations-ai-mcp-server MCP server](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) 📇 ☁️ 🎖️ - Generate, transform, and edit AI-powered presentations from a topic, raw text, or document (PDF, DOCX, PPTX). Export to PPTX, PDF, image, or a shareable link. 5 tools covering deck creation, single-slide generation, content conversion, file conversion, and async job polling.
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [![squidcode/timebook-cli MCP server](https://glama.ai/mcp/servers/squidcode/timebook-cli/badges/score.svg)](https://glama.ai/mcp/servers/squidcode/timebook-cli) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official MCP server for [Timebook](https://usetimebook.com) — time tracking, invoicing, and bookkeeping for freelancers and solo LLCs. Manage clients and projects, start/stop timers, and log, update, and delete time entries. Runs locally via the `@squidcode/timebook` npm CLI or as a hosted OAuth endpoint at `https://usetimebook.com/mcp`. Published in the MCP registry as `io.github.squidcode/timebook`.
- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [![idealift-mcp-server MCP server](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub.
- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [![starecz/karea-mcp MCP server](https://glama.ai/mcp/servers/starecz/karea-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starecz/karea-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Karea](https://karea.app) task manager. 44 tools to create, edit, close, recap, and link your dev tasks while Claude Code or Cursor codes. Per-task open questions, attached resources, Jira links, productivity recap. `npx -y karea-mcp`
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [tarunlnmiit/autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt) [![tarunlnmiit/autopilot-jobhunt MCP server](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt/badges/score.svg)](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt) 🐍 🏠 🍎 🪟 🐧 - AI job-hunting agent that scans 130+ company careers pages nightly, scores every role 0–100 against your resume with an LLM, sends top matches to Telegram, and drafts tailored cover letters + resume bullets on command. Pluggable free LLM backends (OpenRouter free tier, Claude Code CLI, or Anthropic API). Exposes `scan_jobs`, `draft_application`, and `export_jobs`. Runs locally; does not auto-submit applications.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [![timergy-app/timergy MCP server](https://glama.ai/mcp/servers/timergy-app/timergy/badges/score.svg)](https://glama.ai/mcp/servers/timergy-app/timergy) 📇 ☁️  - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [![tracegazer/clockify-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/clockify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, projects, reports, invoices, scheduling, time-off, approvals). Read-only by default, opt-in writes, OpenTelemetry.
- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [![christulino/todoist-v1-mcp-server MCP server](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server)  📇 🏠 - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [![tuanle96/mcp-odoo MCP server](https://glama.ai/mcp/servers/tuanle96/mcp-odoo/badges/score.svg)](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) 🐍 🏠 🍎 🪟 🐧 - Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate, and audit. JSON-2 transport for Odoo 19+, real Docker Compose smoke tests against Odoo 16/17/18/19, diagnostics (`diagnose_odoo_call`, `upgrade_risk_report`, `fit_gap_report`, `scan_addons_source`), and 5 reusable agent prompts.
- [TVLSS/hirejack-mcp](https://github.com/TVLSS/hirejack-mcp) [![TVLSS/hirejack-mcp MCP server](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live tech-hiring intelligence from [HireJack](https://hirejack.com): search 130K+ live job postings collected daily from ~500 tech companies' own career sites, plus company hiring profiles and tech stacks, salary benchmarks, market pulse, and skill trends. Five tools need no account (`npx -y @hirejack/mcp`); the hosted OAuth endpoint unlocks the full 22-tool career-intelligence surface.
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [![twtrubiks/odoo19-mcp-server MCP server](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) 🐍 ☁️ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) 📇 ☁️ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
- [urbanmorph/mdshare](https://github.com/urbanmorph/mdshare) 📇 ☁️ - Markdown collaboration for AI workflows. Share markdown instantly via public links with four permission levels (admin, edit, comment, view), inline comments anchored to text, real-time WebSocket sync, and version history. Free, no login. `npx mdshare-mcp` lets AI agents read docs, review comments, incorporate feedback, and resolve threads — the full review loop without copy-pasting between tools.
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [![better-bear MCP server](https://glama.ai/mcp/servers/KuvopLLC/better-bear/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - MCP server for Bear notes via CloudKit — CRUD, tags, TODOs, attachments, search, front matter, stats, and health checks. Install via `npx better-bear`.
- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy.
- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [![Workopia MCP server](https://glama.ai/mcp/servers/workopia/workopia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️  📇 ☁️  🍎 🪟 🐧 - Official [Workopia](https://workopia.io) MCP server. Global job search (5M+ daily active jobs from employer career pages and ATS feeds like Lever/Greenhouse), PDF resume generation with multiple templates, AI resume tailoring per job description, cover letter generation, and career advice. Free hosted endpoint `https://workopia.io/api/mcp-gpt` — no API key required.
- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - MCP server for accessing macOS Calendar events
- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [![XJTLUmedia/AI-HR-Management-Toolkit MCP server](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit/badges/score.svg)](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - AI-powered resume parser and full Applicant Tracking System with 21 MCP tools. Parse PDFs, DOCX, TXT, Markdown, and URLs into structured JSON; extract skills, experience, and keywords; score and rank candidates; run a full ATS pipeline covering jobs, candidates, interviews, offers, notes, and analytics. 20 of 21 tools are 100% algorithmic — no API keys required. `npx -y mcp-ai-hr-management-toolkit`
- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [![yoryocoruxo-ai/rendoc-mcp-server MCP server](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate professional PDF documents (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars markup via the [rendoc](https://rendoc.dev) API. 7 tools for document generation, template management, and usage tracking.
- [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) 📇 🏠 🍎 🪟 🐧 - AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration.
- [krtw00/konbu](https://github.com/krtw00/konbu) [![krtw00/konbu MCP server](https://glama.ai/mcp/servers/krtw00/konbu/badges/score.svg)](https://glama.ai/mcp/servers/krtw00/konbu) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner (calendar, notes, todos, bookmarks) with built-in MCP server for AI assistant integration. Single Go binary, MIT.
- [kfuras/notipo-app](https://github.com/kfuras/notipo-app) [![kfuras/notipo-app MCP server](https://glama.ai/mcp/servers/kfuras/notipo-app/badges/score.svg)](https://glama.ai/mcp/servers/kfuras/notipo-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - WordPress publishing for AI agents. 13 tools to list, create, update, publish, and delete posts. Markdown to Gutenberg, automatic image hosting, featured image generation, SEO metadata (Rank Math / Yoast / SEOPress / AIOSEO), categories, and tags — one MCP call runs the full pipeline. Self-host with Docker or use the hosted SaaS at [notipo.com](https://notipo.com). AGPL-3.0.
- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [![bit2beat/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com).
- [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) 📇 ☁️ - W-2 event staffing for AI agents across 300+ US and Canadian markets. Brand ambassadors, registration, hospitality, setup/breakdown, ushers. Read-only data lookups for coverage, rates, lead-time guidance, and state compliance, plus an opt-in request_quote submission. No auth required. MCP server at `https://mcp.tempguru.co/mcp` and skills at [`tempguru-co/tempguru-agent-skills`](https://github.com/tempguru-co/tempguru-agent-skills). [![Glama](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp)
- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [![juergenkoller-software/inkra-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) — native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview. 18 MCP tools for document editing, outline navigation, folder browsing, bookmarks, and view modes.
- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [![seameet-ai/seameet-mcp MCP server](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) 📇 ☁️ 🏠 🍎 🪟 - Connect AI agents to SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items, webhooks, and desktop recorder controls.
- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [![job-search-mcp MCP server](https://glama.ai/mcp/servers/Servation/job-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat.
- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [![Chronary/chronary-mcp MCP server](https://glama.ai/mcp/servers/Chronary/chronary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Calendar API built for AI agents — 47 tools for events, availability, meeting-time search, scheduling proposals, availability rules, webhooks, and iCal feeds. Local via `npx -y @chronary/mcp` or hosted at `https://api.chronary.ai/mcp`.

### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations

- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [![atomno-mcp/mcp-rosreestr MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) 🐍 ☁️ - MCP-сервер над открытыми данными Росреестра: проверка квартиры/участка, история сделок (по доступным данным), кадастровая стоимость
- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [![douglasgan/asktian-mcp MCP server](https://glama.ai/mcp/servers/douglasgan/asktian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi 八字, qimen 奇門, 5-element, daily 干支) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server`

- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [![webaesbyamin/agent-receipts MCP server](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts/badges/score.svg)](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call — constraints, chains, AI judgment, invoicing, local dashboard.
- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [![AceDataCloud/MCPShortURL MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) 🐍 ☁️ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [![Food Recipe MCP server](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use Amazon Nova Canvas model for image generation.
- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  An MCP server that installs other MCP servers for you.
- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.
- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁️ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready feature.
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [![AryanBV/pdf-toolkit-mcp MCP server](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes. 16 tools, zero-config, TypeScript-native.
- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [![awkoy/notion-mcp-server MCP server](https://glama.ai/mcp/servers/awkoy/notion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient alternative to the official Notion MCP: 43 operations (pages, databases, blocks, comments, files, templates) behind just 2 tools, ~90% less context overhead. Token auth, so it runs headless in CI, cron, and background agents where OAuth-only can't.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
- [spranab/brainstorm-mcp](https://github.com/spranab/brainstorm-mcp) [![brainstorm-mcp MCP server](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs against each other to explore ideas from diverse perspectives.
- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
- [cnghockey/sats4ai-mcp-server](https://github.com/cnghockey/sats4ai-mcp-server) [![sats4ai MCP server](https://glama.ai/mcp/servers/@cnghockey/sats4ai/badges/score.svg)](https://glama.ai/mcp/servers/@cnghockey/sats4ai) 📇 ☁️ - Permissionless communication supercharger for AI agents — phone calls, SMS, fax, translation (119 languages), text-to-speech, audiobook generation, plus image/video/music/text generation and document extraction. Pay per request via Lightning (L402) — no signup or API keys.
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, view & manipulation utilities.
- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [![davidsimoes/digisign-mcp MCP server](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) 📇 ☁️ - MCP server for DigiSign.cz digital signature API — create, send, and manage digital signature envelopes.
- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) 🐍 ☁️ - Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.
- [disco-trooper/apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp) 📇 🏠 🍎 - Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration.
- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS)
- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks.
- [eyloni/pythia-oracle](https://github.com/eyloni/pythia-oracle) [![pythia-oracle MCP server](https://glama.ai/mcp/servers/eyloni/pythia-oracle/badges/score.svg)](https://glama.ai/mcp/servers/eyloni/pythia-oracle) 🐍 ☁️ - Oracle for AI agents that need to think past obvious answers. One tool, one reading. Free tier included.
- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow
- [TollboothLabs/ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer) [![ai-tool-optimizer MCP server](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer/badges/score.svg)](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer) 🐍 - Reduces MCP tool description token costs by 40-70% through pure text schema distillation.
- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️️ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
- [FarEastAI/feode-mcp](https://github.com/FarEastAI/feode-mcp) [![MCP Score](https://glama.ai/mcp/servers/FarEastAI/feode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FarEastAI/feode-mcp) 🎖️ 📇 ☁️ - Offshore oilfield services: query FEODE's well plug & abandonment, subsea wellhead (BV+CCS classed), continuous circulation drilling, and a NOV Grant Prideco drill-string spec reference.
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes.
- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.
- [FoodXDevelopment/foodblock-mcp](https://github.com/FoodXDevelopment/foodblock) 📇 🏠 - 17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places, ingredients, products, transforms, transfers, and observations. Works standalone with zero config via `npx foodblock-mcp`.
- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - Wikipedia Article lookup API
- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows
- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Official MCP Server to integrate with GROWI APIs.
- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content.
- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Powerful tools for automating Apple Notes using Model Context Protocol (MCP). Full CRUD support with HTML content, folder management, and search capabilities.
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
- [hushvert/mcp](https://github.com/hushvert/mcp) [![hushvert/mcp MCP server](https://glama.ai/mcp/servers/hushvert/mcp/badges/score.svg)](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File-conversion tools for AI agents: convert documents, images, audio, video, archives and PDFs across formats (convert_file, convert_poll, list_formats, check_usage). Runs local-doable conversions in the browser and refuses to bill for them. Backed by hushvert.com.
- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [![storyblok-mcp-server MCP server](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) 📇 ☁️ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants.
- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [![drawing-converter-mcp MCP server](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs and engineering callouts between metric and imperial — dimensions, ± tolerances, ISO fit classes, M⇄UNC threads, surface roughness — with converted values stamped in place on the PDF. Install via NPM: `npx -y drawing-converter-mcp`
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 🪟 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.
- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary
- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities.
- [partymola/ticktick-mcp](https://github.com/partymola/ticktick-mcp) [![partymola/ticktick-mcp MCP server](https://glama.ai/mcp/servers/partymola/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/ticktick-mcp) 🐍 ☁️ 🏠 - MCP server for TickTick task management: create, update, complete, move, and filter tasks with field-preserving updates and completion tracking.
- [Salen-Project/ticktick-mcp](https://github.com/Salen-Project/ticktick-mcp) [![Salen-Project/ticktick-mcp MCP server](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. Supports creating, listing, updating, completing, and deleting tasks. Includes a natural language skill for automatic task detection in Claude Cowork.
- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [![justinstimatze/gemot MCP server](https://glama.ai/mcp/servers/justinstimatze/gemot/badges/score.svg)](https://glama.ai/mcp/servers/justinstimatze/gemot) 🏎️ 🏠 ☁️ - Structured deliberation server for multi-agent coordination. Agents submit positions, vote on a 5-point scale, and receive analysis identifying cruxes (key disagreements), opinion clusters, bridging statements, and consensus. Two-engine pipeline (LLM text analysis + PCA vote clustering) inspired by Polis and Talk to the City.
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
- [kiarash-portfolio-mcp](https://kiarash-adl.pages.dev/.well-known/mcp.llmfeed.json) – WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions.
- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) - 📇 ☁️ Powerfully interact with Kibela API.
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
- [Klavis-AI/YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube) 🐍 📇 - Extract and convert YouTube video information.
- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise
- [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server) - An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
- [luotwo/easyaccesspdf-mcp](https://github.com/luotwo/easyaccesspdf-mcp) [![luotwo/easyaccesspdf-mcp MCP server](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp) ☁️ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service. Remote Streamable HTTP endpoint at easyaccesspdf.com, free tier available.
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
- [MAG-Cie/mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo) [![MAG-Cie/mcp-microsoft-todo MCP server](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo/badges/score.svg)](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo) 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via Microsoft Graph API. MSAL device code flow (no client secret needed), persisted token cache, full MCP safety annotations.
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [![need-human MCP server](https://glama.ai/mcp/servers/@MariusAure/need-human/badges/score.svg)](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-Service for AI agents — submit tasks (accept ToS, create accounts, verify identity) to a real human when the agent gets stuck.
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
- [MonadsAG/capsulecrm-mcp](https://github.com/MonadsAG/capsulecrm-mcp) - 📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file
- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
- [muammar-yacoob/GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP#readme) 📇 ☁️ 🏠 🍎 🪟 🐧 - Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.
- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models
- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [![nach-dakwale/instadomain-mcp MCP server](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) 🐍 ☁️ - Domain registration for AI agents. Check availability, buy domains (Stripe or x402 crypto), and auto-configure Cloudflare DNS. Zero setup required.
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model.
- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals.
- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
- [olgasafonova/productplan-mcp-server](https://github.com/olgasafonova/productplan-mcp-server) 🏎️ ☁️ - Query ProductPlan roadmaps. Access OKRs, ideas, launches, and timeline data.
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - MCP server for [Coda](https://coda.io/)
- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - MCP server for function signature lookups.
- [osulivan/skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server) [![osulivan/skill4agent-mcp-server MCP server](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server) 📇 ☁️ - MCP Server for skill4agent - Search, view, and install AI skills in AI conversations.
- [Pantrist-dev/pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp) [![Pantrist-dev/pantrist-mcp MCP server](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp) 🎖️ 📇 ☁️ - Manage your pantry, shopping lists, recipes, and weekly meal plan with Pantrist. Add and check off items, track stock, plan meals from your saved recipes. Full OAuth 2.1 + PKCE with dynamic client registration; hosted at `mcp.pantrist.app` or self-host the Streamable-HTTP / stdio transports.
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [![nutrient-dws-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents.
- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [![nutrient-document-engine-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and GDPR compliance.
- [pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation
- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
- [quarkiverse/mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on JavaFX canvas.
- [QuentinCody/shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server) 🐍 ☁️ - Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.
- [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning
- [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) - 🏎️ ☁️ 🍎 🪟 🐧 MCP Server to connect your preferred model with https://rae-api.com, Roya Academy of Spanish Dictionary
- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool).
- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
- [ReplenishRadar/MCP](https://github.com/ReplenishRadar/MCP) [![ReplenishRadar/MCP MCP server](https://glama.ai/mcp/servers/ReplenishRadar/MCP/badges/score.svg)](https://glama.ai/mcp/servers/ReplenishRadar/MCP) 📇 ☁️ - Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools for stockout risk, demand forecasts, purchase order lifecycle, and sales analytics. Human-in-the-loop: all write operations create drafts only.
- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API.
- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos
- [Shopify/dev-mcp](https://github.com/Shopify/dev-mcp) 📇 ☁️ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
- [simonpainter/netbox-mcp](https://github.com/simonpainter/netbox-mcp) 🐍 ☁️ - MCP server for interacting with NetBox API.
- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
 - [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [![rogertheunissenmerge-oss/mcp-server MCP server](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) 📇 ☁️ - Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations powered by a proprietary Wine DNA algorithm. Pair wines with meals, ingredients, or recipe URLs. Supports API key and x402 (USDC on Base) payments.
- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API
- [kirvigen/notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp) [![kirvigen/notion-private-api-mcp MCP server](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp) 📇 🏠 🍎 🪟 🐧 - Unofficial Notion server via the private API (token_v2): full read/write across your entire workspace with no integration token and no per-page sharing.
- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [![Swih/mistral-mcp MCP server](https://glama.ai/mcp/servers/Swih/mistral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Swih/mistral-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTTP), structured outputs on every tool, and 6 curated French/English prompts with argument completion. Vendor API key required.
- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) - 📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
- [thinq-connect/thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp) 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.
- [tjclaude88/mcp-bling](https://github.com/tjclaude88/mcp-bling) [![tjclaude88/mcp-bling MCP server](https://glama.ai/mcp/servers/tjclaude88/mcp-bling/badges/score.svg)](https://glama.ai/mcp/servers/tjclaude88/mcp-bling) 📇 🏠 🍎 🪟 🐧 - Give AI agents a persistent identity and cross-platform visual style. Includes WOW (Weird Office Workers) random-identity generator with rarity tiers and screenshot-ready share cards. `npx -y bling-bag`
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [![w3ship-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - AI-powered commerce MCP server with 22 tools: shopping cart (TMF663), orders (TMF622), shipment tracking (TMF621), session booking, Uniswap swaps, P2P marketplace, promo pickup, and cryptographic identity (SLH-DSA/ECDSA). No passwords — your wallet IS your account.
- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection with AnkiConnect & MCP
- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
- [megberts/mcp-websitepublisher-ai](https://github.com/megberts/mcp-websitepublisher-ai) ☁️ - Build and publish websites through AI conversation. 27 MCP tools for pages, assets, entities, records and integrations. Remote server with OAuth 2.1 auto-discovery, works with Claude, ChatGPT, Mistral/Le Chat and Cursor.
- [vin-spiegel/htmldrop](https://github.com/vin-spiegel/htmldrop) [![vin-spiegel/htmldrop MCP server](https://glama.ai/mcp/servers/vin-spiegel/htmldrop/badges/score.svg)](https://glama.ai/mcp/servers/vin-spiegel/htmldrop) 🎖️ 📇 ☁️ - Publish HTML artifacts (reports, dashboards, demos) as instant shareable links with TTL expiry, social preview cards, and optional password protection. Hosted at [htmldrop.link](https://htmldrop.link) or self-hostable.
- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) 📇 ☁️ 🏠 - Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client.
- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
- [0xMassi/webclaw](https://github.com/0xMassi/webclaw) [![webclaw MCP server](https://glama.ai/mcp/servers/0xMassi/webclaw/badges/score.svg)](https://glama.ai/mcp/servers/0xMassi/webclaw) 🦀 🏠 🍎 🐧 - Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerprinting bypasses anti-bot without a browser. 67% fewer tokens than raw HTML. `npx create-webclaw` auto-configures Claude, Cursor, Windsurf, Codex, OpenCode.
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io)
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
- [zerx-lab/FluxDown](https://github.com/zerx-lab/FluxDown) [![zerx-lab/FluxDown MCP server](https://glama.ai/mcp/servers/zerx-lab/FluxDown/badges/score.svg)](https://glama.ai/mcp/servers/zerx-lab/FluxDown) 🦀 🏠 🪟 - Control the FluxDown multi-protocol download manager (HTTP/FTP/BitTorrent/HLS): add, list, pause, resume, remove downloads and manage queues.
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [![us-all/mlflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - MLflow — 82 tools across experiments, runs, registered models, model versions, traces, assessments. MLflow 3 GenAI traces support and 5 workflow Prompts (analyze-failed-traces, promote-best-run, compare-top-runs).
- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [![planning-copilot MCP server](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot/badges/score.svg)](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) 🐍🏠 - A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.
- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [![yyyhy/nash-arena MCP server](https://glama.ai/mcp/servers/yyyhy/nash-arena/badges/score.svg)](https://glama.ai/mcp/servers/yyyhy/nash-arena) 🐍 ☁️ - A Chess and Card Game Arena For LLM, Agents can battle in game by mcp
- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [![aarifmms/keyblind MCP server](https://glama.ai/mcp/servers/aarifmms/keyblind/badges/score.svg)](https://glama.ai/mcp/servers/aarifmms/keyblind) 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault with MCP for AI agents. Secrets resolved at runtime, never leaked to LLM conversations.
- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [![wundervault/wundervault-mcp MCP server](https://glama.ai/mcp/servers/wundervault/wundervault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) 📇 ☁️ - Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH keys to run real commands (exec/rsync) with the secret injected into a single command — never returned to the model or shown in chat. Client-side AES-256-GCM, per-agent scoping, append-only audit log.
## Frameworks

> [!NOTE]
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools
> - [Nyrok/flompt](https://github.com/Nyrok/flompt) [![flompt MCP server](https://glama.ai/mcp/servers/@nyrok/flompt/badges/score.svg)](https://glama.ai/mcp/servers/@nyrok/flompt) 🐍 ☁️ - Visual AI prompt builder MCP server. Decompose any prompt into 12 semantic blocks and compile to Claude-optimized XML. Tools: `decompose_prompt`, `compile_prompt`. Setup: `claude mcp add flompt https://flompt.dev/mcp/`

- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [![escapeboy/agent-fleet-o MCP server](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o/badges/score.svg)](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) ☁️ 🏠 - AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted, open-source (AGPL-3.0). Remote server: `https://fleetq.net/mcp`
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust
- [heymrun/heym](https://github.com/heymrun/heym) [![heymrun/heym MCP server](https://glama.ai/mcp/servers/heymrun/heym/badges/score.svg)](https://glama.ai/mcp/servers/heymrun/heym) 🐍 📇 🏠 - Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any workflow as an MCP server (stdio/SSE/Streamable HTTP), or call external MCP servers from the agent node.
- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [![zhangpanda/gomcp MCP server](https://glama.ai/mcp/servers/zhangpanda/gomcp/badges/score.svg)](https://glama.ai/mcp/servers/zhangpanda/gomcp) 🏎️ - A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, middleware chain, auth, tool groups, adapters for Gin/OpenAPI/gRPC, async tasks, Inspector UI.
- [kioie/tiny-go-mcp-server](https://github.com/kioie/tiny-go-mcp-server) [![tiny-go-mcp-server MCP server](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github.com/modelcontextprotocol/go-sdk) for stdio MCP servers: struct-tag JSON Schema inference, `tinymcp` library, reference binary `tiny-go-mcp`, ~5MB static builds. For teams that want go-sdk compliance with minimal boilerplate (`go get github.com/kioie/tiny-go-mcp-server/tinymcp@v1.0.0`).
- [joinwell52-AI/FCoP](https://github.com/joinwell52-AI/FCoP) [![FCoP MCP server](https://glama.ai/mcp/servers/joinwell52-AI/FCoP/badges/score.svg)](https://glama.ai/mcp/servers/joinwell52-AI/FCoP/score) 🐍 🏠 - File-based Coordination Protocol: behavior governance layer for multi-agent teams. 45 MCP tools (write_task, write_report, write_issue, write_review, lifecycle claim/submit/approve…). Agents coordinate via structured Markdown files (\_lifecycle/\) — no message broker, no database, just the filesystem. Official MCP Registry: io.github.joinwell52-AI/fcop (v3.2.5). pip install fcop-mcp
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [![jamjet-labs/jamjet MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet) 🦀 🐍 - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [![graph-tool-call MCP server](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call/badges/score.svg)](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) 🐍 🏠 - When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy to 82% with 79% fewer tokens. Zero dependencies. Also works as an MCP Proxy — aggregate multiple MCP servers behind 3 meta-tools.
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) 📇 [![Glama](https://glama.ai/mcp/servers/badge/@vinkius-labs/mcp-fusion)](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup.
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP.
- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [![rocketride-org/rocketride-server MCP server](https://glama.ai/mcp/servers/rocketride-org/rocketride-server/badges/score.svg)](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support.
- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) 📇 🏠 🍎 🪟 🐧 - Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault directly from disk — no Local REST API plugin required. ~575× smaller payloads than the REST plugin. 8 tools. `npx -y obsidian-mcp-seekstone` (also: `npx -y seekstone`)
- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [![vivek081166/japan-utils-mcp MCP server](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) 🐍 🏠 🍎 🪟 🐧 - Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2026), kanji-to-romaji transliteration, 7-digit postal code lookup, national holiday calendar, hiragana ↔ katakana conversion, full-width ↔ half-width normalization, and statistical Japanese name splitting. 9 tools, MIT licensed, installable via `uvx japan-utils-mcp`.

## Tips and Tricks

### Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/

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