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MCP Toolbox for Databases is an open source MCP server for databases.

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![logo](https://raw.githubusercontent.com/googleapis/mcp-toolbox/main/logo.png)

# MCP Toolbox for Databases

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</div>

MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications directly to your enterprise databases.

It serves a **dual purpose**:
1. **Ready-to-use MCP Server (Build-Time):** Instantly connect Gemini CLI, Google Antigravity, Claude Code, Codex, or other MCP clients to your databases using our *prebuilt generic tools*. Talk to your data, explore schemas, and generate code without writing boilerplate.
2. **Custom Tools Framework (Run-Time):** A robust framework to build specialized, highly secure AI tools for your production agents. Define structured queries, semantic search, and NL2SQL capabilities safely and easily.

This README provides a brief overview. For comprehensive details, see the [full documentation](https://mcp-toolbox.dev/).

> [!IMPORTANT]  
> **Repository Name Update:** The `genai-toolbox` repository has been officially renamed to `mcp-toolbox`. To ensure your local environment reflects the new name, you may update your remote:
> `git remote set-url origin https://github.com/googleapis/mcp-toolbox.git`

> [!NOTE]
> This solution was originally named “Gen AI Toolbox for Databases” (github.com/googleapis/genai-toolbox) as its initial development predated MCP, but was renamed to align with the MCP compatibility.

## Table of Contents

- [Why MCP Toolbox?](#why-mcp-toolbox)
- [Quick Start: Prebuilt Tools](#quick-start-prebuilt-tools)
- [Quick Start: Custom Tools](#quick-start-custom-tools)
- [Install & Run the Toolbox server](#install--run-the-toolbox-server)
- [Connect to Toolbox](#connect-to-toolbox)
  - [MCP Client](#mcp-client)
  - [Toolbox SDKs: Integrate with your Application](#toolbox-sdks-integrate-with-your-application)
- [Additional Features](#additional-features)
- [Versioning](#versioning)
- [Contributing](#contributing)
- [Community](#community)

---

## Why MCP Toolbox?

- **Out-of-the-Box Database Access:** Prebuilt generic tools for instant data exploration (e.g., `list_tables`, `execute_sql`) directly from your IDE or CLI.
- **Custom Tools Framework:** Build production-ready tools with your own predefined logic, ensuring safety through Restricted Access, Structured Queries, and Semantic Search.
- **Simplified Development:** Integrate tools into your Agent Development Kit (ADK), LangChain, LlamaIndex, or custom agents in less than 10 lines of code.
- **Better Performance:** Handles connection pooling, integrated auth (IAM), and end-to-end observability (OpenTelemetry) out of the box.
- **Enhanced Security**: Integrated authentication for more secure access to your data.
- **End-to-end Observability**: Out of the box metrics and tracing with built-in support for OpenTelemetry.

---

## Quick Start: Prebuilt Tools

Stop context-switching and let your AI assistant become a true co-developer. By connecting your IDE to your databases with MCP Toolbox, you can query your data in plain English, automate schema discovery and management, and generate database-aware code.

You can use the Toolbox in any MCP-compatible IDE or client (e.g., Gemini CLI, Google Antigravity, Claude Code, Codex, etc.) by configuring the MCP server.

**Prebuilt tools are also conveniently available via the [Google Antigravity MCP Store](https://antigravity.google/docs/mcp) with a simple click-to-install experience.**

1. Add the following to your client's MCP configuration file (usually `mcp.json` or `claude_desktop_config.json`):

```json
    {
      "mcpServers": {
        "toolbox-postgres": {
          "command": "npx",
          "args": [
            "-y",
            "@toolbox-sdk/server",
            "--prebuilt=postgres",
            "--stdio"
          ]
        }
      }
    }
    ```

2. Set the appropriate environment variables to connect, see the [Prebuilt Tools Reference](https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/).

When you run Toolbox with a `--prebuilt=<database>` flag, you instantly get access to standard tools to interact with that database. You can also specify a specific toolset using the `--prebuilt=<database>/<toolset>` syntax (e.g., `--prebuilt=postgres/data` to only load SQL tools).

Supported databases currently include:
- **Google Cloud:** AlloyDB, BigQuery, Cloud SQL (PostgreSQL, MySQL, SQL Server), Spanner, Firestore, Knowledge Catalog (formerly known as Dataplex).
- **Other Databases:** PostgreSQL, MySQL, [MariaDB](https://mcp-toolbox.dev/integrations/mariadb/source/), SQL Server, Oracle, MongoDB, Redis, Elasticsearch, CockroachDB, ClickHouse, Couchbase, Neo4j, Snowflake, Trino, and more.

For a full list of available tools and their capabilities across all supported databases, see the [Prebuilt Tools Reference](https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/).

*See the [Install & Run the Toolbox server](#install--run-the-toolbox-server) section for different execution methods like Docker or binaries.*

> [!TIP]
> For users looking for a managed solution, [Google Cloud MCP Servers](https://cloud.google.com/blog/products/databases/managed-mcp-servers-for-google-cloud-databases) 
> provide a managed MCP experience with prebuilt tools; you can [learn more about the differences here](https://mcp-toolbox.dev/dev/reference/faq/).

---

## Quick Start: Custom Tools

Toolbox can also be used as a framework for customized tools.
The primary way to configure Toolbox is through the `tools.yaml` file. If you
have multiple files, you can tell Toolbox which to load with the `--config
tools.yaml` flag.

You can find more detailed reference documentation to all resource types in the
[Resources](https://mcp-toolbox.dev/documentation/configuration/).

### Sources

The `sources` section of your `tools.yaml` defines what data sources your
Toolbox should have access to. Most tools will have at least one source to
execute against.

```yaml
kind: source
name: my-pg-source
type: postgres
host: 127.0.0.1
port: 5432
database: toolbox_db
user: toolbox_user
password: my-password
```

For more details on configuring different types of sources, see the
[Sources](https://mcp-toolbox.dev/documentation/configuration/sources/).

### Tools

The `tools` section of a `tools.yaml` define the actions an agent can take: what
type of tool it is, which source(s) it affects, what parameters it uses, etc.

```yaml
kind: tool
name: search-hotels-by-name
type: postgres-sql
source: my-pg-source
description: Search for hotels based on name.
parameters:
  - name: name
    type: string
    description: The name of the hotel.
statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
```

For more details on configuring different types of tools, see the
[Tools](https://mcp-toolbox.dev/documentation/configuration/tools/).

### Toolsets

The `toolsets` section of your `tools.yaml` allows you to define groups of tools
that you want to be able to load together. This can be useful for defining
different groups based on agent or application.

```yaml
kind: toolset
name: my_first_toolset
tools:
    - my_first_tool
    - my_second_tool
---
kind: toolset
name: my_second_toolset
tools:
    - my_second_tool
    - my_third_tool
```

### Prompts

The `prompts` section of a `tools.yaml` defines prompts that can be used for
interactions with LLMs.

```yaml
kind: prompt
name: code_review
description: "Asks the LLM to analyze code quality and suggest improvements."
messages:
  - content: >
         Please review the following code for quality, correctness,
         and potential improvements: \n\n{{.code}}
arguments:
  - name: "code"
    description: "The code to review"
```

For more details on configuring prompts, see the
[Prompts](https://mcp-toolbox.dev/documentation/configuration/prompts/).

---

## Install & Run the Toolbox server

You can run Toolbox directly with a [configuration file](#quick-start-custom-tools):

```sh
npx @toolbox-sdk/server --config tools.yaml
```

This runs the latest version of the Toolbox server with your configuration file.

> [!NOTE]
> This method is optimized for convenience rather than performance. 
> For a more standard and reliable installation, please use the binary
> or container image as described in [Install & Run the Toolbox server](#install--run-the-toolbox-server).

### Install Toolbox

For the latest version, check the [releases page][releases] and use the
following instructions for your OS and CPU architecture.

[releases]: https://github.com/googleapis/mcp-toolbox/releases

<details open>
<summary>Binary</summary>

To install Toolbox as a binary:

> <details>
> <summary>Linux (AMD64)</summary>
>
> To install Toolbox as a binary on Linux (AMD64):
>
> ```sh
> # see releases page for other versions
> export VERSION=1.9.0
> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/linux/amd64/toolbox
> chmod +x toolbox
> ```
>
> </details>
> <details>
> <summary>macOS (Apple Silicon)</summary>
>
> To install Toolbox as a binary on macOS (Apple Silicon):
>
> ```sh
> # see releases page for other versions
> export VERSION=1.9.0
> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/darwin/arm64/toolbox
> chmod +x toolbox
> ```
>
> </details>
> <details>
> <summary>macOS (Intel)</summary>
>
> To install Toolbox as a binary on macOS (Intel):
>
> ```sh
> # see releases page for other versions
> export VERSION=1.9.0
> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/darwin/amd64/toolbox
> chmod +x toolbox
> ```
>
> </details>
> <details>
> <summary>Windows (Command Prompt)</summary>
>
> To install Toolbox as a binary on Windows (Command Prompt):
>
> ```cmd
> :: see releases page for other versions
> set VERSION=1.9.0
> curl -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v%VERSION%/windows/amd64/toolbox.exe"
> ```
>
> </details>
> <details>
> <summary>Windows (PowerShell)</summary>
>
> To install Toolbox as a binary on Windows (PowerShell):
>
> ```powershell
> # see releases page for other versions
> $VERSION = "1.9.0"
> curl.exe -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/windows/amd64/toolbox.exe"
> ```
>
> </details>
> <details>
> <summary>Windows ARM64 (Command Prompt)</summary>
>
> To install Toolbox as a binary on Windows ARM64 (Command Prompt):
>
> ```cmd
> :: see releases page for other versions
> set VERSION=1.9.0
> curl -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v%VERSION%/windows/arm64/toolbox.exe"
> ```
>
> </details>
> <details>
> <summary>Windows ARM64 (PowerShell)</summary>
>
> To install Toolbox as a binary on Windows ARM64 (PowerShell):
>
> ```powershell
> # see releases page for other versions
> $VERSION = "1.9.0"
> curl.exe -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/windows/arm64/toolbox.exe"
> ```
>
> </details>
</details>

<details>
<summary>Container image</summary>
You can also install Toolbox as a container:

```sh
# see releases page for other versions
export VERSION=1.9.0
docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
```

</details>

<details>
<summary>Homebrew</summary>

To install Toolbox using Homebrew on macOS or Linux:

```sh
brew install mcp-toolbox
```

</details>

<details>
<summary>Compile from source</summary>

To install from source, ensure you have the latest version of
[Go installed](https://go.dev/doc/install), and then run the following command:

```sh
go install github.com/googleapis/mcp-toolbox@v1.9.0
```

</details>
<details>
<summary>Gemini CLI</summary>
Check out the [Gemini CLI extensions](https://geminicli.com/extensions/) to install prebuilt tools for specific databases like AlloyDB, BigQuery, and Cloud SQL directly into Gemini CLI.

```sh
# Install Gemini CLI
npm install -g @google/gemini-cli
# Install the extension
gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgres
# Run Gemini CLI
gemini
```

Interact with your custom tools using natural language through the Gemini CLI.

```sh
# Install the extension
gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
```
</details>

### Run Toolbox

[Configure](#quick-start-custom-tools) a `tools.yaml` to define your tools, and then
execute `toolbox` to start the server:

<details open>
<summary>Binary</summary>

To run Toolbox from binary:

```sh
./toolbox --config "tools.yaml"
```

> ⓘ Note  
> Toolbox enables dynamic reloading by default. To disable, use the
> `--disable-reload` flag.

</details>

<summary>Container image</summary>

To run the server after pulling the [container image](#install-toolbox):

```sh
export VERSION=0.24.0 # Use the version you pulled
docker run -p 5000:5000 \
-v $(pwd)/tools.yaml:/app/tools.yaml \
us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
--config "/app/tools.yaml"
```

> ⓘ Note  
> The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
> the container's port `5000` to your host's port `5000`.

</details>

<summary>Source</summary>

To run the server directly from source, navigate to the project root directory
and run:

```sh
go run .
```

> ⓘ Note  
> This command runs the project from source, and is more suitable for development
> and testing. It does **not** compile a binary into your `$GOPATH`. If you want
> to compile a binary instead, refer the [Developer
> Documentation](./DEVELOPER.md#building-the-binary).

</details>

<summary>Homebrew</summary>

If you installed Toolbox using [Homebrew](https://brew.sh/), the `toolbox`
binary is available in your system path. You can start the server with the same
command:

```sh
toolbox --config "tools.yaml"
```

</details>

To run Toolbox directly without manually downloading the binary (requires Node.js):
```sh
npx @toolbox-sdk/server --config tools.yaml
```

</details>
<details>
<summary>Gemini CLI</summary>
After installing a [Gemini CLI extensions](https://geminicli.com/extensions/), the prebuilt tools will be available during use.

```sh
# Run Gemini CLI
gemini

# List extensions
/extensions list
# List MCP servers
/mcp list
```

</details>

You can use `toolbox help` for a full list of flags! To stop the server, send a
terminate signal (`ctrl+c` on most platforms).

For more detailed documentation on deploying to different environments, check
out the resources in the [Deploy Toolbox
section](https://mcp-toolbox.dev/documentation/deploy-to/)

---

## Connect to Toolbox

Once your Toolbox server is up and running, you can load tools into your MCP-compatible client or
application.

### MCP Client

Add the following configuration to your MCP client configuration:

```json
{
  "mcpServers": {
    "toolbox": {
      "type": "http",
      "url": "http://127.0.0.1:5000/mcp",
    }
  }
}
```

If you would like to connect to a specific toolset, replace url with "http://127.0.0.1:5000/mcp/{toolset_name}".

### Toolbox SDKs: Integrate with your Application

Toolbox Client SDKs provide the easy-to-use building blocks and advanced features for connecting your custom applications to the MCP Toolbox server. See below the list of Client SDKs for using various frameworks:

<details open>
  <summary>Python (<a href="https://github.com/googleapis/mcp-toolbox-sdk-python">Github</a>)</summary>
  <br>
  <blockquote>

1. Install [Toolbox Core SDK][toolbox-core]:

```bash
    pip install toolbox-core
    ```

1. Load tools:

```python
    from toolbox_core import ToolboxClient

# update the url to point to your server
    async with ToolboxClient("http://127.0.0.1:5000") as client:

# these tools can be passed to your application!
        tools = await client.load_toolset("toolset_name")
    ```

For more detailed instructions on using the Toolbox Core SDK, see the
[project's README][toolbox-core-readme].

[toolbox-core]: https://pypi.org/project/toolbox-core/
[toolbox-core-readme]: https://github.com/googleapis/mcp-toolbox-sdk-python/tree/main/packages/toolbox-core/README.md

</details>
  <details>
    <summary>LangChain / LangGraph</summary>

1. Install [Toolbox LangChain SDK][toolbox-langchain]:

```bash
    pip install toolbox-langchain
    ```

1. Load tools:

```python
    from toolbox_langchain import ToolboxClient

# update the url to point to your server
    async with ToolboxClient("http://127.0.0.1:5000") as client:

# these tools can be passed to your application!
        tools = client.load_toolset()
    ```

For more detailed instructions on using the Toolbox LangChain SDK, see the
    [project's README][toolbox-langchain-readme].

[toolbox-langchain]: https://pypi.org/project/toolbox-langchain/
    [toolbox-langchain-readme]: https://github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-langchain/README.md

</details>
  <details>
    <summary>LlamaIndex</summary>

1. Install [Toolbox Llamaindex SDK][toolbox-llamaindex]:

```bash
    pip install toolbox-llamaindex
    ```

1. Load tools:

```python
    from toolbox_llamaindex import ToolboxClient

# update the url to point to your server
    async with ToolboxClient("http://127.0.0.1:5000") as client:

# these tools can be passed to your application!
        tools = client.load_toolset()
    ```

For more detailed instructions on using the Toolbox Llamaindex SDK, see the
    [project's README][toolbox-llamaindex-readme].

[toolbox-llamaindex]: https://pypi.org/project/toolbox-llamaindex/
    [toolbox-llamaindex-readme]: https://github.com/googleapis/genai-toolbox-llamaindex-python/blob/main/README.md

</details>
</details>
</blockquote>
<details>
  <summary>Javascript/Typescript (<a href="https://github.com/googleapis/mcp-toolbox-sdk-js">Github</a>)</summary>
  <br>
  <blockquote>

1. Install [Toolbox Core SDK][toolbox-core-js]:

```bash
    npm install @toolbox-sdk/core
    ```

1. Load tools:

```javascript
    import { ToolboxClient } from '@toolbox-sdk/core';

// update the url to point to your server
    const URL = 'http://127.0.0.1:5000';
    let client = new ToolboxClient(URL);

// these tools can be passed to your application!
    const tools = await client.loadToolset('toolsetName');
    ```

For more detailed instructions on using the Toolbox Core SDK, see the
    [project's README][toolbox-core-js-readme].

[toolbox-core-js]: https://www.npmjs.com/package/@toolbox-sdk/core
    [toolbox-core-js-readme]: https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md

</details>
  <details>
    <summary>LangChain / LangGraph</summary>

1. Install [Toolbox Core SDK][toolbox-core-js]:

```bash
    npm install @toolbox-sdk/core
    ```

2. Load tools:

```javascript
    import { ToolboxClient } from '@toolbox-sdk/core';

// update the url to point to your server
    const URL = 'http://127.0.0.1:5000';
    let client = new ToolboxClient(URL);

// these tools can be passed to your application!
    const toolboxTools = await client.loadToolset('toolsetName');

// Define the basics of the tool: name, description, schema and core logic
    const getTool = (toolboxTool) => tool(currTool, {
        name: toolboxTool.getName(),
        description: toolboxTool.getDescription(),
        schema: toolboxTool.getParamSchema()
    });

// Use these tools in your Langchain/Langraph applications
    const tools = toolboxTools.map(getTool);
    ```

</details>
  <details>
    <summary>Genkit</summary>

1. Install [Toolbox Core SDK][toolbox-core-js]:

```bash
    npm install @toolbox-sdk/core
    ```

2. Load tools:

```javascript
    import { ToolboxClient } from '@toolbox-sdk/core';
    import { genkit } from 'genkit';

// Initialise genkit
    const ai = genkit({
        plugins: [
            googleAI({
                apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
            })
        ],
        model: googleAI.model('gemini-2.0-flash'),
    });

// update the url to point to your server
    const URL = 'http://127.0.0.1:5000';
    let client = new ToolboxClient(URL);

// these tools can be passed to your application!
    const toolboxTools = await client.loadToolset('toolsetName');

// Define the basics of the tool: name, description, schema and core logic
    const getTool = (toolboxTool) => ai.defineTool({
        name: toolboxTool.getName(),
        description: toolboxTool.getDescription(),
        schema: toolboxTool.getParamSchema()
    }, toolboxTool)

// Use these tools in your Genkit applications
    const tools = toolboxTools.map(getTool);
    ```

</details>
  <details>
    <summary>ADK</summary>

1. Install [Toolbox ADK SDK][toolbox-adk-js]:

```bash
    npm install @toolbox-sdk/adk
    ```

2. Load tools:

```javascript
    import { ToolboxClient } from '@toolbox-sdk/adk';

// update the url to point to your server
    const URL = 'http://127.0.0.1:5000';
    let client = new ToolboxClient(URL);

// these tools can be passed to your application!
    const tools = await client.loadToolset('toolsetName');
    ```

For more detailed instructions on using the Toolbox ADK SDK, see the
    [project's README][toolbox-adk-js-readme].

[toolbox-adk-js]: https://www.npmjs.com/package/@toolbox-sdk/adk
    [toolbox-adk-js-readme]:
       https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-adk/README.md

</details>
</details>
</blockquote>
<details>
  <summary>Go (<a href="https://github.com/googleapis/mcp-toolbox-sdk-go">Github</a>)</summary>
  <br>
  <blockquote>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

2. Load tools:

```go
    package main

import (
      "github.com/googleapis/mcp-toolbox-sdk-go/core"
      "context"
    )

func main() {
      // Make sure to add the error checks
      // update the url to point to your server
      URL := "http://127.0.0.1:5000";
      ctx := context.Background()

client, err := core.NewToolboxClient(URL)

// Framework agnostic tools
      tools, err := client.LoadToolset("toolsetName", ctx)
    }
    ```

For more detailed instructions on using the Toolbox Go SDK, see the
    [project's README][toolbox-core-go-readme].

[toolbox-go]: https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core
    [toolbox-core-go-readme]: https://github.com/googleapis/mcp-toolbox-sdk-go/blob/main/core/README.md

</details>
  <details>
    <summary>LangChain Go</summary>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

2. Load tools:

```go
    package main

import (
      "context"
      "encoding/json"

"github.com/googleapis/mcp-toolbox-sdk-go/core"
      "github.com/tmc/langchaingo/llms"
    )

func main() {
      // Make sure to add the error checks
      // update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()

client, err := core.NewToolboxClient(URL)

// Framework agnostic tool
      tool, err := client.LoadTool("toolName", ctx)

// Fetch the tool's input schema
      inputschema, err := tool.InputSchema()

var paramsSchema map[string]any
      _ = json.Unmarshal(inputschema, &paramsSchema)

// Use this tool with LangChainGo
      langChainTool := llms.Tool{
        Type: "function",
        Function: &llms.FunctionDefinition{
          Name:        tool.Name(),
          Description: tool.Description(),
          Parameters:  paramsSchema,
        },
      }
    }

```

</details>
  <details>
    <summary>Genkit</summary>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

2. Load tools:

```go
    package main
    import (
      "context"
      "log"

"github.com/firebase/genkit/go/genkit"
      "github.com/googleapis/mcp-toolbox-sdk-go/core"
      "github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
    )

func main() {
      // Make sure to add the error checks
      // Update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()
      g := genkit.Init(ctx)

client, err := core.NewToolboxClient(URL)

// Framework agnostic tool
      tool, err := client.LoadTool("toolName", ctx)

// Convert the tool using the tbgenkit package
      // Use this tool with Genkit Go
      genkitTool, err := tbgenkit.ToGenkitTool(tool, g)
      if err != nil {
        log.Fatalf("Failed to convert tool: %v\n", err)
      }
      log.Printf("Successfully converted tool: %s", genkitTool.Name())
    }
    ```

</details>
  <details>
    <summary>Go GenAI</summary>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

2. Load tools:

```go
    package main

import (
      "context"
      "encoding/json"

"github.com/googleapis/mcp-toolbox-sdk-go/core"
      "google.golang.org/genai"
    )

func main() {
      // Make sure to add the error checks
      // Update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()

client, err := core.NewToolboxClient(URL)

// Framework agnostic tool
      tool, err := client.LoadTool("toolName", ctx)

// Fetch the tool's input schema
      inputschema, err := tool.InputSchema()

var schema *genai.Schema
      _ = json.Unmarshal(inputschema, &schema)

funcDeclaration := &genai.FunctionDeclaration{
        Name:        tool.Name(),
        Description: tool.Description(),
        Parameters:  schema,
      }

// Use this tool with Go GenAI
      genAITool := &genai.Tool{
        FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
      }
    }
    ```

</details>
  <details>
    <summary>OpenAI Go</summary>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

2. Load tools:

```go
    package main

import (
      "context"
      "encoding/json"

"github.com/googleapis/mcp-toolbox-sdk-go/core"
      openai "github.com/openai/openai-go"
    )

func main() {
      // Make sure to add the error checks
      // Update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()

client, err := core.NewToolboxClient(URL)

// Framework agnostic tool
      tool, err := client.LoadTool("toolName", ctx)

// Fetch the tool's input schema
      inputschema, err := tool.InputSchema()

var paramsSchema openai.FunctionParameters
      _ = json.Unmarshal(inputschema, &paramsSchema)

// Use this tool with OpenAI Go
      openAITool := openai.ChatCompletionToolParam{
        Function: openai.FunctionDefinitionParam{
          Name:        tool.Name(),
          Description: openai.String(tool.Description()),
          Parameters:  paramsSchema,
        },
      }

}
    ```

</details>
  <details open>
    <summary>ADK Go</summary>

1. Install [Toolbox Go SDK][toolbox-go]:

```bash
    go get github.com/googleapis/mcp-toolbox-sdk-go
    ```

1. Load tools:

```go
    package main

import (
      "github.com/googleapis/mcp-toolbox-sdk-go/tbadk"
      "context"
    )

func main() {
      // Make sure to add the error checks
      // Update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()
      client, err := tbadk.NewToolboxClient(URL)
      if err != nil {
        return fmt.Sprintln("Could not start Toolbox Client", err)
      }

// Use this tool with ADK Go
      tool, err := client.LoadTool("toolName", ctx)
      if err != nil {
        return fmt.Sprintln("Could not load Toolbox Tool", err)
      }
    }
    ```

For more detailed instructions on using the Toolbox Go SDK, see the
    [project's README][toolbox-core-go-readme].

</details>
</details>
</blockquote>
</details>

---

## Additional Features

### Test tools with the Toolbox UI

To launch Toolbox's interactive UI, use the `--ui` flag. This allows you to test
tools and toolsets with features such as authorized parameters. To learn more,
visit [Toolbox UI](https://mcp-toolbox.dev/documentation/configuration/toolbox-ui/).

```sh
./toolbox --ui
```

### Telemetry

Toolbox emits traces and metrics via OpenTelemetry. Use `--telemetry-otlp=<endpoint>` 
to export to any OTLP-compatible backend like Google Cloud Monitoring, Agnost AI, or 
others. See the [telemetry docs](https://mcp-toolbox.dev/documentation/monitoring/export_telemetry/) for details.

### Generate Agent Skills

The `skills-generate` command allows you to convert a **toolset** into an **Agent Skill** compatible with the [Agent Skill specification](https://agentskills.io/specification). This is useful for distributing tools as portable skill packages.

```bash
toolbox --config tools.yaml skills-generate \
  --name "my-skill" \
  --toolset "my_toolset" \
  --description "A skill containing multiple tools"
```

Once generated, you can install the skill into the Gemini CLI:

```bash
gemini skills install ./skills/my-skill
```

For more details, see the [Generate Agent Skills guide](https://mcp-toolbox.dev/documentation/configuration/skills/).

The repository also ships ready-to-use Agent Skills (e.g. maintainer workflows). See [`skills/`](./skills/README.md) for the catalog and install instructions.

---

## Versioning

MCP Toolbox for Databases follows [Semantic Versioning](https://semver.org/).

The Public API includes the Toolbox Server (CLI, configuration manifests, and pre-built toolsets) and the Client SDKs.

- **Major versions** are incremented for breaking changes, such as incompatible CLI or manifest changes.
- **Minor versions** are incremented for new features, including modifications to pre-built toolsets or beta features.
- **Patch versions** are incremented for backward-compatible bug fixes.

For more details, see our [Full Versioning Policy](https://mcp-toolbox.dev/reference/versioning/).

---

## Contributing

Contributions are welcome. Please, see the [CONTRIBUTING](CONTRIBUTING.md) guide to get started.

For technical details on setting up a environment for developing on Toolbox itself, see the [DEVELOPER](DEVELOPER.md) guide.

Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms. See [Contributor Code of Conduct](CODE_OF_CONDUCT.md) for more information.

---

## Community

Join our [Discord community](https://discord.gg/GQrFB3Ec3W) to connect with our developers!

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