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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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    security
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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

  • 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

  • Perplexity Tool for Claude Desktop

    letsbuildagent
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    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    Last updated -
    1
    4
    MIT License
    • Apple

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  • 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 -

  • A Share MCP

    24mlight
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    security
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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
    424
    MIT License

  • 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

  • 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 Tool

    PiuQiuPiaQia
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    A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.
    Last updated -
    1
    1
    • Apple

  • 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

  • Twitter MCP Tool

    jalaj-pandey
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    A Python-based tool that streamlines social media tasks by enabling users to post tweets, track username changes, fetch recent tweets, and send direct messages on Twitter.
    Last updated -

  • A-Share MCP Server

    24mlight
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    security
    A
    license
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    quality
    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

  • Code Sandbox MCP

    Automata-Labs-team
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    An MCP server to create secure code sandbox environment for executing code within Docker containers.
    Last updated -
    266
    MIT License
    • Linux
    • Apple

  • 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

  • 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

  • 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 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

  • db-mcp-tool

    wirdes
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    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    Last updated -
    9
    5
    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 Think Tool

    DannyMac180
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    An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.
    Last updated -
    128
    MIT License
    • Linux
    • Apple

  • MCP Think Tool

    piotrpalek
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    An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.
    Last updated -
    1
    1

  • MCP Code Analyzer

    emiryasar
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    A comprehensive code analysis and management tool that integrates with Claude Desktop to analyze code at project and file levels, helping adapt changes to projects intelligently.
    Last updated -
    39
    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 -
    52
    MIT License

  • claude-code-mcp

    KunihiroS
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    license
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    This project aims to build a Claude Code MCP server and implement its associated tools (explain\_code, review\_code, fix\_code, edit\_code, test\_code, simulate\_command, your\_own\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically
    Last updated -
    7
    106
    30
    MIT License
    • Linux

  • 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

  • Code Review MCP

    shadabbi
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    quality
    Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diffs, running static analysis tools (ESLint, Prettier, TypeScript, Semgrep), executing tests, and generating detailed code review reports with inline comments.
    Last updated -
    9
    736
    1
    MIT License
    • Apple