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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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11,430 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Skill-to-MCP

    biocontext-ai
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    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    Last updated -
    3
    6
    Apache 2.0

  • markdown-to-html

    fashionzzZ
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    A Model Context Protocol server that converts Markdown content to HTML format.
    Last updated -
    1
    3,382
    3
    MIT License
    • Apple

  • Yes or No MCP

    a-polishchuk
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    A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.
    Last updated -
    1
    0

  • MCP Python Interpreter

    yzfly
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    A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.
    Last updated -
    9
    74
    • Linux
    • Apple

  • Search MCP Server

    fengin
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    The Search MCP Server enables seamless integration of network and local search capabilities in tools like Claude Desktop and Cursor, utilizing the Brave Search API for high-concurrency and asynchronous requests.
    Last updated -
    1
    73
    MIT License
    • Linux

  • AWS Resources MCP Server

    baryhuang
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    A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
    Last updated -
    1
    22
    MIT License
    • Linux

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  • A Share MCP

    24mlight
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    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    Last updated -
    27
    431
    MIT License

  • MCP Server for Google Search

    mcp-for-dev
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    A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
    Last updated -
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    4
    1
    • Apple

  • OpenAPI to MCP Server

    TykTechnologies
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    A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.
    Last updated -
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    20
    25
    MIT License
    • Apple

  • Python REPL MCP Server

    hdresearch
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    A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.
    Last updated -
    3
    28
    MIT License

  • Talk to Figma MCP

    pipethedev
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    Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.
    Last updated -
    38
    1,542
    MIT License
    • Apple

  • REST-to-Postman MCP

    runninghare
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    Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.
    Last updated -
    2
    0

  • Smart Search MCP

    adminhuan
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    Provides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.
    Last updated -
    14
    173
    7
    MIT License

  • Python MCP Server

    Yoshua-Carrera
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    A demonstration MCP server built with fastmcp that provides basic utility tools including number addition and greeting functionality. Integrates with Gemini CLI to enable natural language interaction with simple mathematical and greeting operations.
    Last updated -
    2

  • MCP Python Interpreter

    PortPro-Technologies-Inc
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    A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.
    Last updated -
    9

  • Formula One MCP Server (Python)

    Machine-To-Machine
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    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    Last updated -
    8
    1
    MIT License
    • Linux
    • Apple

  • A-Share MCP Server

    24mlight
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    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated -
    27
    431
    MIT License

  • Documentation Search MCP Server

    anton-prosterity
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    A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.
    Last updated -
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    6
    MIT License
    • Apple

  • Python Docs Server

    AnuragRai017
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    An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.
    Last updated -
    1
    Apache 2.0
    • Apple

  • Claude-to-Gemini MCP Server

    Yoon-jongho
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    Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.
    Last updated -
    2
    MIT License

  • MCP Server Diff Python

    tatn
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    This MCP server provides unified diffs of two text inputs using Python's standard library difflib.
    Last updated -
    1
    7
    MIT License
    • Apple

  • Excel to PDF Converter

    kmexnx
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    An MCP server that converts Excel and Apple Numbers files to PDF format, enabling AI assistants like Claude to perform file conversion directly through conversation.
    Last updated -
    2
    15
    2
    MIT License
    • Apple
    • Linux

  • Swagger to MCP

    suhailtajshaik
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    Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.
    Last updated -
    MIT License

  • MCP Run Pythonofficial

    pydantic
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    Enables secure execution of Python code in a sandboxed WebAssembly environment using Pyodide and Deno. Automatically handles package management and captures complete execution results including stdout, stderr, and return values.
    Last updated -
    69
    MIT License

  • MCP PubMed Search

    wavelovey
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    Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
    Last updated -
    34
    MIT License
    • Apple

  • Python MCP Sandbox

    JohanLi233
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    An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    Last updated -
    30
    Apache 2.0

  • MCP-Python

    rhabraken
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    A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.
    Last updated -

  • Python MCP Server

    hesiod-au
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    A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
    Last updated -
    6
    MIT License

  • MCP Python Tutorial

    jhj0517
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    A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.
    Last updated -
    • Apple
    • Linux

  • Call For Papers MCP

    alperenkocyigit
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    Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.
    Last updated -
    3
    GPL 3.0