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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

  • Ant Design MCP Server

    leonwgc
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Ant Design component library documentation and information for automated code generation. Enables searching components by category or keyword, retrieving component props, examples, API documentation, and available icons.
    6
    15
    ISC

  • 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

  • Octopus MCP Server

    octopusreview
    A
    license
    A
    quality
    C
    maintenance
    MCP server that brings Octopus AI code review into editors, allowing review of code changes and asking questions about your codebase. Integrates with Cursor, Claude, or any MCP client via natural language.
    3
    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

  • Prompt Cleaner MCP Server

    dacebt
    A
    license
    C
    quality
    D
    maintenance
    Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.
    4
    1
    MIT
  • lachesis-mcp by UnboundCompute

    lachesis-mcpofficial

    UnboundCompute
    A
    license
    Not graded
    quality
    A
    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

  • 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

  • xcsift-mcp

    johnnyclem
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to parse Xcode and Swift build outputs into structured, token-efficient formats like JSON or TOON. It provides tools for executing build commands and extracting detailed diagnostic information such as errors, warnings, and test failures.
    8
    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