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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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9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Python Code Runner

    shibing624
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    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 -
    7
    Apache 2.0

  • Python Code Review MCP Agent

    JJJHoons
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    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 -
    5

  • Library MCP

    lethain
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    An MCP server that enables interaction with Markdown knowledge bases, allowing users to search and retrieve content by tags, text, URL, or date range from their local markdown files.
    Last updated -
    7
    79
    • Apple

  • mcp-open-library

    8enSmith
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    A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book information.
    Last updated -
    6
    4
    38
    MIT License

  • Gospel Library MCP

    adammharris
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    Enables access to LDS Gospel Library content and scriptures through the Model Context Protocol. Provides tools for searching and retrieving religious texts and study materials from the Church of Jesus Christ of Latter-day Saints.
    Last updated -

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  • A Share MCP

    24mlight
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    security
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    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 -
    27
    424
    MIT License

  • Two Truths and a Twist

    ErgodicLabs
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    An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.
    Last updated -
    5
    MIT License
    • Apple
    • Linux

  • GitLab MCP for Code Review

    mehmetakinn
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    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 -
    31
    MIT License
    • Linux
    • Apple

  • Facebook Ads Library MCP Server

    trypeggy
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    Enables searching and analyzing Facebook's public ads library to see what companies are currently running, including ad images/text, video links, and campaign insights.
    Last updated -
    123
    MIT License
    • Apple
    • Linux

  • Facebook Ads Library MCP Server

    talknerdytome-labs
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    This MCP server lets you search Facebook's Ad Library, retrieve brand ads, and analyze ad images/videos using AI - all with intelligent caching and batch processing for efficiency.
    Last updated -
    139
    MIT License

  • 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

  • Python MCP Server Examples

    cyanmage
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    A collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.
    Last updated -
    MIT No Attribution

  • 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
    424
    MIT License

  • MCP Code Executor

    bazinga012
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    Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.
    Last updated -
    188
    MIT License
    • Linux
    • 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
    27
    MIT License

  • MCP Python Toolbox

    gianlucamazza
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    A Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.
    Last updated -
    5
    • Linux
    • Apple

  • 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
    68
    • Linux
    • Apple

  • Python Local MCP Server

    Alec2435
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    Provides an interactive Python REPL environment that maintains persistent session state, allowing users to execute Python code and access session history.
    Last updated -
    56
    • Apple

  • 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 -

  • 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 -
    52
    MIT License

  • 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

  • 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

  • Smart Code Reviewer

    renjismzy
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    Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.
    Last updated -
    5
    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

  • Python Apple MCP

    jxnl
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    A Python server that enables interaction with macOS native applications (Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps) through AppleScript, featuring asynchronous operations and type-safe interfaces.
    Last updated -
    13
    • Apple

  • Code Summarizer MCP

    nicobailon
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    Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.
    Last updated -
    2
    • Linux
    • Apple

  • MCP Code Indexer

    zxfgds
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    A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.
    Last updated -
    23

  • MCP Code Editor

    alejoair
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    A FastMCP server providing powerful code editing tools including precise file modifications with diff-based operations, file creation and reading with line numbers, and more tools for code editing workflows.
    Last updated -
    MIT License
    • Apple
    • Linux

  • Multi-AI MCP Server for Claude Code

    RaiAnsar
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    Connects Claude Code with multiple AI models (Gemini, Grok-3, ChatGPT, DeepSeek) simultaneously, allowing users to get diverse AI perspectives, conduct AI debates, and leverage each model's unique strengths.
    Last updated -
    109
    MIT License

  • Code Merge MCP

    yy1588133
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    A Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.
    Last updated -
    3
    22
    MIT License