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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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9,469 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

  • In Memoria

    pi22by7
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    Persistent memory and pattern learning for AI coding assistants via MCP.
    Last updated -
    341
    62
    MIT License
    • Apple
    • Linux

  • 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

  • cursor-rust-tools

    terhechte
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    A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.
    Last updated -
    74

  • Rust Docs MCP Server

    laptou
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    An MCP server that provides AI tools with access to Rust documentation from docs.rs, enabling search for crates, documentation, type information, feature flags, version information, and source code.
    Last updated -
    27

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  • All-in-One Dev

    nguyenvanduocit
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    security
    F
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    quality
    All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...
    Last updated -
    87

  • GitLab MCP for Code Review

    mehmetakinn
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    security
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    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 -
    31
    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

  • 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

  • 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

  • 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

  • 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 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

  • 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

  • MCP-Python

    rhabraken
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    security
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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 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 Server for SS&C Next Generation

    abe1bp
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    An MCP-compatible server that connects AI agents to SS&C Next Generation, enabling automated execution of business processes via REST API.
    Last updated -
    MIT License

  • Code Snippet Server

    ngeojiajun
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    A MCP server for managing and storing code snippets in various programming languages, allowing users to create, list, and delete snippets via a standardized interface.
    Last updated -
    3
    2
    7
    MIT License

  • Code Sandbox MCP Server

    philschmid
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    A secure Model Context Protocol server that allows AI assistants and LLM applications to safely execute Python and JavaScript code snippets in containerized environments.
    Last updated -
    2
    145
    MIT License

  • Smart Code Reviewer

    renjismzy
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    security
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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

  • 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 -
    27
    Apache 2.0

  • C++ MCP Server

    kandrwmrtn
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    An MCP server that provides semantic understanding of C++ codebases using libclang, allowing Claude to instantly find classes, functions, and their relationships without having to grep through thousands of files.
    Last updated -
    2
    MIT License
    • Apple
    • Linux

  • Multi-AI MCP Server for Claude Code

    RaiAnsar
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    security
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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 Summarizer MCP

    nicobailon
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    security
    F
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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

  • 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

  • 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