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"A tool for analyzing Python repository structure and code relationships" matching MCP servers:

  • Python Code Runner

    shibing624
    A
    license
    -
    quality
    D
    maintenance
    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.
    8
    Apache 2.0
  • Heroku MCP Code Execution - Python by heroku

    Heroku MCP Code Execution -official

    heroku
    A
    license
    -
    quality
    B
    maintenance
    An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku.
    8
    Creative Commons Zero v1.0 Universal

  • MCP-Python

    rhabraken
    F
    license
    -
    quality
    D
    maintenance
    A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.
    1

  • code-graph-mcp

    dorkian
    A
    license
    A
    quality
    C
    maintenance
    Indexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.
    7
    22
    MIT

  • mcp-python-repl

    aazizisoufiane
    A
    license
    A
    quality
    D
    maintenance
    A production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents to execute Python code across multiple turns with variables that persist between calls.
    12
    1
    MIT

  • enigma-python-mcp

    denismaggior8
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators
    1
    5
    MIT

  • MCP Think Tool

    piotrpalek
    F
    license
    A
    quality
    D
    maintenance
    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.
    1
    2

  • open-code-review

    raye-deng
    F
    license
    A
    quality
    C
    maintenance
    AI-powered code review tool that detects AI-generated code defects invisible to traditional linters — hallucinated packages, deprecated APIs, cross-file contradictions, hidden security anti-patterns, and over-engineering. Works as a standalone CLI, GitHub Action, or MCP server. Supports TypeScript, Python, Java, Go, and Kotlin. Free for individuals, no API key required.
    4
    33

  • Code-MCP

    millsydotdev
    F
    license
    B
    quality
    -
    maintenance
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    35
    22

  • Python Code Review MCP Agent

    JJJHoons
    F
    license
    B
    quality
    C
    maintenance
    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.
    5
    1

  • db-mcp-tool

    wirdes
    A
    license
    D
    quality
    D
    maintenance
    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    9
    5
    MIT
  • MCP Run Python by pydantic

    MCP Run Pythonofficial

    pydantic
    A
    license
    -
    quality
    F
    maintenance
    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.
    194
    MIT
  • siftingio-mcp-python by SiftingIO

    siftingio-mcp-pythonofficial

    SiftingIO
    A
    license
    -
    quality
    A
    maintenance
    Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, fundamental data, and market information retrieval.
    MIT

  • No-as-a-Service (NoaaS)

    Koneisto
    A
    license
    -
    quality
    C
    maintenance
    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    53
    MIT