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"A program for running Python code" matching MCP servers:

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    Last updated
    8
    MIT

  • code-index

    RaviIITk
    A
    license
    A
    quality
    C
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    Last updated
    6
    Apache 2.0

  • Smart Code Reviewer

    renjismzy
    A
    license
    A
    quality
    D
    maintenance
    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
    5
    MIT

  • open-code-review

    raye-deng
    F
    license
    A
    quality
    B
    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.
    Last updated
    4
    28

  • code-tree-mcp

    markgregg
    F
    license
    B
    quality
    C
    maintenance
    An MCP server that indexes source code into a local database and provides tools for querying code symbols, dependencies, and tree structure for JavaScript/TypeScript, Java, and Python.
    Last updated
    7

  • 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.
    Last updated
    5
    1

  • mcp-for-programmer

    zaizaizhao
    F
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.
    Last updated
    3
    26
    1

  • Code Review MCP

    shadabbi
    -
    license
    C
    quality
    -
    maintenance
    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
    1,923
    1
  • mcp-code-snippets by qdrant

    mcp-code-snippetsofficial

    qdrant
    A
    license
    -
    quality
    C
    maintenance
    Allows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project language detection.
    Last updated
    11
    Apache 2.0