KO | EN

GitLite

Minimalist Open Source Repository Search Engine

gitlite — search

#dsh #dsh-plugin #developer-tools #ai-agent #claude-code #codex #typescript #ai-agents #deepseek-harness #mcp #cli #rust

flappy

★ 305 Open GitHub ↗

Production-Ready LLM Agent SDK for Every Developer

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Flappy Monorepo

[![License](https://img.shields.io/github/license/pleisto/flappy.svg)](https://raw.githubusercontent.com/pleisto/flappy/main/LICENSE)

</div>

> :warning: **This project is still under development.** We're working hard to release the first version of Flappy as soon as possible. Stay tuned! Documentation and code examples will be available soon.

This monorepo gathers all the Flappy libraries, each implemented in a different programming language. Flappy is a library developed to streamline the creation of AI applications and agents that use Large Language Models (LLMs).

## Overview

Flappy is a production-ready Language Language Model (LLM) Application/Agent SDK designed to simplify AI integration in your projects. It is an easy-to-use, universally compatible, and production-ready solution that brings the power of AI to developers regardless of their preferred programming language.

## Key Features

- **Ease of Use**: Flappy is designed to be as user-friendly as CRUD application development, minimizing the learning curve for developers new to AI.
- **Production-Ready**: Beyond research, Flappy is a robust SDK that balances cost-efficiency and sandbox security to provide a stable platform for commercial environments.
- **Language-Agnostic**: Flappy integrates seamlessly with any programming language, eliminating the need for Python unless explicitly required by your application.

## SDK

|   | Source | Package | Documentation  | CI Status |
| - | ------ | ------- | -------------- | --------- |
| <img src="./assets/languages/nodejs.png" width=24px height=24px> | [**NodeJS**][NodeJS integration] | [![NPM version](https://img.shields.io/npm/v/%40pleisto/node-flappy/next.svg)](https://npmjs.org/package/@pleisto/node-flappy) | [![Documentation](https://img.shields.io/badge/documentation-documentation.svg)](https://flappy.pleisto.com) | [![CI](https://img.shields.io/github/actions/workflow/status/pleisto/flappy/nodejs-ci.yml.svg)](https://github.com/pleisto/flappy/actions/workflows/nodejs-ci.yml) |
| <img src="./assets/languages/java.svg" width=24px height=24px>    | [**Java**][Kotlin integration]    | [![Maven metadata URL](https://img.shields.io/maven-metadata/v.svg?metadataUrl=https%3A%2F%2Frepo1.maven.org%2Fmaven2%2Fcom%2Fpleisto%2Fflappy%2Fmaven-metadata.xml&color=blue)](https://central.sonatype.com/artifact/com.pleisto/flappy) | [![Documentation](https://img.shields.io/badge/documentation-documentation.svg)](https://javadoc.io/doc/com.pleisto/flappy) | [![CI](https://img.shields.io/github/actions/workflow/status/pleisto/flappy/kotlin-ci.yml.svg)](https://github.com/pleisto/flappy/actions/workflows/kotlin-ci.yml)
| <img src="./assets/languages/csharp.svg" width=24px height=24px>     | [**C#**][C# integration]         | [![NuGet version (Pleisto.Flappy)](https://img.shields.io/nuget/v/Pleisto.Flappy.svg?style=flat-square)](https://www.nuget.org/packages/Pleisto.Flappy/) | [![Documentation](https://img.shields.io/badge/documentation-documentation.svg)](https://flappy.pleisto.com) | [![CI](https://img.shields.io/github/actions/workflow/status/pleisto/flappy/csharp-ci.yml.svg)](https://github.com/pleisto/flappy/actions/workflows/csharp-ci.yml) |

[nodejs integration]: ./packages/nodejs/README.md
[kotlin integration]: ./packages/kotlin/README.md
[c# integration]: ./packages/csharp/README.md

## Core Components

### Agent Features

In Flappy's ecosystem, an agent operates as a versatile conduit for the LLM, performing a variety of tasks such as ETL data, invoking external APIs, or running LLM-generated Python code in a sandbox when needed. This design philosophy caters to the increasing demand for LLM-based AI applications across various sectors.

The agent features in Flappy are built on three foundational types:

1. **InvokeFunction**: This feature allows agents to interact with the environment. Users should implement these functions with pre-defined input and output parameters, facilitating efficient interaction of LLM and real world data.
2. **SynthesizedFunction**: This feature is processed by the LLM and only requires the definition of its description and the data structure declaration of the input and output types.
3. **CodeInterpreter** This feature allows agents to eval python code produced by LLMs in a safe sandbox that reduces runtime errors and potential security vulnerabilities, making it suitable for deployment in a production environment.

#### Function Implementation Details

Flappy introduces unique implementation mechanisms to enhance these functions:

- **Unique JSON Schema Integration**: Users can define abstract classes in their preferred programming language, which is then transformed into JSON Schema schemas by Flappy. This feature enhances machine readability and interoperability and manages the inputs and outputs of LLMs, providing controlled, consistent, and machine-readable data.
- **AST Parsing**: Flappy performs Abstract Syntax Tree (AST) parsing on the LLM outputs to ensure that the generated JSON data strictly adheres to the defined JSON Schema.

### LLM Abstraction Layer

To enhance the flexibility of application development, Flappy provides an abstraction layer for different LLMs. This feature allows users to easily switch between different LLMs and designate fallback LLMs, ensuring application stability.

Flappy empowers developers to build LLM-based applications in a language-agnostic way. Start your journey with Flappy today and harness the immense potential of AI in your preferred programming language.

## Getting Started

To begin with Flappy, select your preferred language implementation from the list below:

- [Node.js](./packages/nodejs/README.md)
- [Kotlin&Java](./packages/kotlin/README.md)
- Ruby (coming soon)
- PHP (coming soon)
- [C#](./packages/csharp/README.md)
- Go (coming soon)
- Python (coming soon)

## Contributing

We're thrilled to receive contributions from the community! For more details, please refer to our [contributing guidelines](./CONTRIBUTING.md).

## License

flappy

Explore Similar Repositories

Was this content helpful?

Recent Feedback

Download README