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The Model Context Protocol (MCP) is an open standard for AI model communication.
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Documentation

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AI servers

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  • klavis

    4016

    **Option 1 (Focus on integration):** Open Source MCP integration library for AI apps. (Klavis AI) **Option 2 (Focus on context):** Klavis AI's Open Source MCP: Context management for AI application

    Python
  • ruoyi-ai

    3785

    RuoYi AI 是一个全栈式 AI 开发平台,旨在帮助开发者快速构建和部署个性化的 AI 应用。

    Java
  • microsandbox

    3745

    Self-Hosted Plaform for Secure Execution of Untrusted User/AI Code

    Rust
  • learn-agentic-ai

    3635

    This repository provides learning materials for the Panaversity Certified Agentic & Robotic AI Engineer program, covering AI-201 and AI-202 courses focused on building conversational and autonomous AI agents.

    Jupyter Notebook
  • LitServe

    3559

    **Concise Description:** Deploy agents, models, RAG & pipelines easily. MCP server simplifies AI deployment. No YAML/MLOps needed.

    Python
  • voltagent

    3242

    Open Source TypeScript AI Agent Framework

    TypeScript
  • mcp-feedback-enhanced

    3174

    Enhanced MCP server for interactive user feedback and command execution in AI-assisted development, featuring dual interface support (Web UI and Desktop Application) with intelligent environment detec

    JavaScript
  • mcp

    2905

    **Concise Descriptions:** * **Browser MCP: AI-driven browser control server. Model Context Provider.** (60 chars) * **MCP server for AI browser automation. Provides model context.** (55 chars) * **AI

    TypeScript
  • MCP-Chinese-Getting-Started-Guide

    2874

    This repository provides a quick start guide for Model Context Protocol (MCP) programming, focusing on building MCP servers with tools for large language models. It uses Python and the `uv` package manager.

  • mcp-server-chart

    2794

    MCP server chart: Generates visual charts (25+) using @antvis. Model context visualization.

    TypeScript
  • awesome-mcp-servers

    2758

    This repository provides a curated list of Model Context Protocol (MCP) servers, offering reference implementations for various services like file systems, Git repositories, databases, Slack, Sentry, and more.

  • mcp-containers

    2756

    **Option 1 (Focus on containers):** Containerized MCP servers. Deploy & scale MCP easily. **Option 2 (Focus on scalability):** Scalable MCP: Containerized servers for easy deployment & management.

    TypeScript
  • mcp-server-browserbase

    2580

    This repository provides a server implementing the Model Context Protocol (MCP) with cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand, enabling LLMs to interact with web pages and external data.

    TypeScript
  • mcp-context-forge

    2460

    MCP Gateway & Registry: Manages LLM tool/prompt access via MCP. Converts APIs, composes servers, & bridges protocols (REST, stdio, SSE).

    Python
  • java-sdk

    2444

    The MCP Java SDK provides tools for Java applications to interact with AI models using the Model Context Protocol, offering standardized communication and Spring Boot integration for client and server applications.

    Java
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