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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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9,081 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

  • 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 -
    187
    MIT License
    • Linux
    • Apple

  • PRIMS – Python Runtime Interpreter MCP Server

    hileamlakB
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    Enables LLM agents to execute arbitrary Python code in secure, isolated sandbox environments with automatic dependency management and file handling. Each code execution runs in a fresh virtual environment that gets destroyed after completion, providing safe and reproducible Python code execution.
    Last updated -
    15
    MIT License

  • 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 -
    73

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  • 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 -
    24
    Apache 2.0

  • 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

  • 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 -
    25

  • MCP Code Expert System

    tomsiwik
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    A Python-based system that provides AI-powered code reviews through simulated expert personas like Martin Fowler and Robert C. Martin, using the Model Context Protocol (MCP).
    Last updated -
    3
    • Apple
    • Linux

  • 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
    138
    MIT License

  • Code Reference Optimizer MCP Server

    FosterG4
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    Extracts minimal, relevant code context from multiple programming languages while analyzing diffs and optimizing imports to reduce token usage for AI assistants. Supports TypeScript/JavaScript, Python, Go, and Rust with token-aware caching.
    Last updated -
    7
    278
    1
    MIT License

  • 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

  • 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 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 -
    26
    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
    26
    MIT License

  • mcp-run-pythonofficial

    pydantic
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    Model Context Protocol server to run Python code in a sandbox.
    Last updated -
    1,462
    12,256
    MIT License

  • 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 -
    108
    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

  • 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 -
    27
    MIT License
    • Linux
    • Apple

  • MCP Server Python Template

    Cris-0k
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    A streamlined foundation for building Model Context Protocol servers in Python, designed to make AI-assisted development of MCP tools easier and more efficient.
    Last updated -
    14
    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
    63
    • Linux
    • Apple

  • claude-debugs-for-you

    jasonjmcghee
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    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    Last updated -
    421
    MIT License
    • Apple

  • 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

  • MCP Code Sandbox Server

    chrishayuk
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    An extensible Message Communication Protocol server that provides secure code execution capabilities in isolated sandbox environments, compatible with Claude for Desktop and other MCP clients.
    Last updated -
    12

  • Python Codebase Analysis RAG System

    shervinemp
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    4