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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

  • hw-native-sys

    georgebisbas
    F
    license
    B
    quality
    B
    maintenance
    Enables full-stack compiler development across the hw-native-sys workspace by combining repository operations (git health, code search, task running) with a knowledge layer for architecture docs, task routing, and abstraction/pass pipeline information.
    29

  • Git Commit Message Generator

    FradSer
    A
    license
    B
    quality
    F
    maintenance
    An intelligent MCP server that automatically generates Conventional Commits style commit messages by analyzing git diffs using LLM providers like DeepSeek and Groq. It enables developers to maintain standardized version history through natural language interactions in supported MCP clients.
    1
    2
    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

  • Commit Conventional Message

    jiseong-choi
    F
    license
    B
    quality
    D
    maintenance
    An MCP server that uses AI to analyze code diffs and transform vague commit messages into readable, conventional commit history. It helps maintain project documentation quality by challenging unclear messages and suggesting improvements based on actual code changes.
    3
    2

  • 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
    -
    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

  • Unity Project Brain

    orange91pku
    A
    license
    -
    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
    -
    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
    -
    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

  • cms mcp

    mrt150683-lgtm
    A
    license
    -
    quality
    B
    maintenance
    Exposes codebase memory as native tools for AI agents, enabling queries, feature tracing, impact analysis, and alignment verification.
    3
    AGPL 3.0