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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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12,146 servers. Last updated 2025-12-04 17:27

Matching MCP tools:

Matching MCP servers:

  • Python Code Runner

    shibing624
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    security
    A
    license
    -
    quality
    Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.
    Last updated 2 months ago
    8
    Apache 2.0

  • Python Code Review MCP Agent

    JJJHoons
    A
    security
    F
    license
    A
    quality
    Enables comprehensive security vulnerability scanning and code quality analysis for Python applications. Provides detailed reports with scoring, actionable suggestions, and comparison tracking specifically designed for backend developers working with frameworks like Django, Flask, and FastAPI.
    Last updated 3 months ago
    5
    1

  • A Share MCP

    24mlight
    A
    security
    A
    license
    A
    quality
    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 3 months ago
    27
    463
    MIT License

  • GitLab MCP for Code Review

    mehmetakinn
    -
    security
    A
    license
    -
    quality
    An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
    Last updated 7 months ago
    37
    MIT License
    • Linux
    • Apple

  • Python MCP Server

    hesiod-au
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    security
    A
    license
    -
    quality
    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 7 months ago
    6
    MIT License

  • Python REPL MCP Server

    hdresearch
    A
    security
    A
    license
    A
    quality
    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 a year ago
    3
    30
    MIT License

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