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  • opencode-mcp

    mvagnon
    A
    license
    A
    quality
    C
    maintenance
    Enables asking natural-language questions about any GitHub repository and receiving answers grounded in the actual code, with read-only enforcement and automatic repository fetching.
    1
    19
    MIT

  • archiet-xray

    Anioko
    A
    license
    A
    quality
    A
    maintenance
    Extracts deterministic architecture maps from codebases for AI agents, enabling queries about blast radius, routes, security findings, and production readiness without sending code anywhere.
    6
    MIT

  • Codebase Knowledge Graph MCP

    jigneshsuvariya
    A
    license
    A
    quality
    D
    maintenance
    Enables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports) along with qualitative observations like design decisions and change rationale.
    9
    19
    4
    MIT

  • Gitingest-MCP

    puravparab
    A
    license
    B
    quality
    C
    maintenance
    An MCP server for gitingest. It allows MCP clients like Claude Desktop, Cursor, Cline etc to quickly extract information about Github repositories including repository summaries, project directory structure, file contents, etc
    3
    136
    MIT

  • GitHub Mapper MCP Server

    dazeb
    F
    license
    C
    quality
    D
    maintenance
    Provides tools for mapping and analyzing GitHub repositories. It allows users to set a GitHub Personal Access Token and retrieve detailed information about a specified repository, including its structure and summary statistics.
    2
    25
  • lachesis-mcp by UnboundCompute

    lachesis-mcpofficial

    UnboundCompute
    A
    license
    Not graded
    quality
    B
    maintenance
    Exposes Lachesis's code navigation tools over MCP, letting LLM agents ask precise compiler-level questions about dataflow, taint, callers, and guards in source code.
    3
    AGPL 3.0
  • Euthynos by euthynos-org

    Euthynosofficial

    euthynos-org
    A
    license
    Not graded
    quality
    C
    maintenance
    A local, read-only MCP server that provides AI coding agents with structural evidence about a repository, including dependency analysis and impact assessment, while naming the boundary of every answer without any LLM calls.
    Apache 2.0

  • Unity Project Brain

    orange91pku
    A
    license
    Not graded
    quality
    A
    maintenance
    Read-only MCP server that provides AI agents with context about Unity project relationships, including scenes, prefabs, scripts, GUIDs, and code impact analysis.
    2
    Apache 2.0

  • ontology-rag-mcp

    Pawangunjkar
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.
    MIT

  • mcp-git-ingest

    adhikasp
    A
    license
    Not graded
    quality
    D
    maintenance
    Helps AI read GitHub repository structure and important files. Want to quickly understand what a repo is about? Prompt it with "read https://github.com/adhikasp/mcp-git-ingest and determine how the code technically works".
    313
    MIT

  • Codelens-MCP

    Yashkashte5
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that gives Claude Desktop complete intelligence about any public GitHub repository. Research libraries, compare packages, audit dependencies, and explore codebases through natural conversation.
    1
    MIT

  • rails-ai-context

    crisnahine
    A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI coding agents with ground truth about a Rails app via 45 read-only tools covering schema, models, routes, controllers, views, jobs, and conventions, working over MCP or CLI and functioning even when the app cannot boot.
    153
    MIT

  • repomind

    shashvat-singham
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for codebase intelligence. Point it at any public GitHub repo to ask questions about code with cited answers, search code, files, symbols, and repo stats.
    61
    MIT

  • scorecard_mcp

    steiza
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables asking natural language questions about OpenSSF Scorecard security assessments for open source projects.
    4
    Apache 2.0