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"Running code or executing programming scripts" matching MCP servers:

  • code-rag-mcp

    qduc
    A
    license
    A
    quality
    D
    maintenance
    Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.
    1
    1
    MIT

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    A
    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.
    8
    MIT

  • code-search

    amolchanov
    A
    license
    -
    quality
    D
    maintenance
    Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.
    MIT

  • code-context

    infino-ai
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.
    76
    19
    Apache 2.0

  • code-grapher

    mufasadb
    F
    license
    -
    quality
    D
    maintenance
    Enables Claude to intelligently analyze and query codebases using knowledge graphs, supporting natural language code search, relationship discovery, and incremental updates.
    11

  • code-rag

    kkuppula
    F
    license
    -
    quality
    C
    maintenance
    A semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and context expansion, all running locally.
    2

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    C
    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.
    3
    3

  • AI-Code-Reviewer

    devatraj
    F
    license
    A
    quality
    C
    maintenance
    An installable MCP server that reviews diffs/PRs against a target repository's own coding conventions, learned via RAG over its code, docs, and lint config, citing specific file:line sources.
    6

  • semantic-code-mcp

    huawang1258
    A
    license
    A
    quality
    B
    maintenance
    A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing, embedding, and hybrid search with reranking.
    1
    2
    MIT

  • Deep Code Reasoning MCP Server

    evalops
    A
    license
    C
    quality
    B
    maintenance
    Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.
    10
    107
    MIT

  • code-graph-rag-mcp

    er77
    A
    license
    -
    quality
    F
    maintenance
    A powerful Model Context Protocol server that creates intelligent graph representations of your codebase with comprehensive semantic analysis capabilities, supporting 11 languages and 26 MCP methods.
    94
    121
    MIT

  • mcp-pymilvus-code-generate

    brcarry
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that retrieves relevant code snippets and documents to assist in generating pymilvus code, converting between ORM and client, and translating Milvus code between programming languages.
    MIT

  • milvus-sdk-code-helper

    Shawnzheng011019
    A
    license
    -
    quality
    D
    maintenance
    An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
    2
    MIT