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  • repowise

    repowise-dev
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    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    2
    11
    4,842
    AGPL 3.0

  • reference-mcp

    mark-burg
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    license
    A
    quality
    B
    maintenance
    An MCP server that helps AI agents comprehend a codebase by providing tools for navigating, searching, and understanding code structure and history.
    10
    MIT

  • sove-mcp

    JrKrishh
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    license
    A
    quality
    B
    maintenance
    An MCP server that gives Claude structural understanding of a codebase—dependency graph, entry points, complexity ranking, and import cycles—without reading every file into context.
    4
    MIT

  • Gemini MCP Server

    LKbaba
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    license
    A
    quality
    C
    maintenance
    Integrates Google Gemini 3.1 with Claude Code to provide web search, large codebase analysis, multimodal image understanding, and creative brainstorming, leveraging Gemini's 1M token context and Google Search grounding.
    5
    27
    142
    MIT

  • community-ff-mcp

    mohn93
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    license
    A
    quality
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    maintenance
    Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.
    25
    53
    9
    MIT

  • code-index

    RaviIITk
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    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.
    6
    Apache 2.0

  • PyEye Server

    okeefeco
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    license
    A
    quality
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    maintenance
    An extensible MCP server that provides intelligent Python code analysis, navigation, and understanding capabilities for AI assistants like Claude.
    25
    MIT

  • mcp-tldr

    BenMousaAmine
    F
    license
    A
    quality
    D
    maintenance
    MCP server that exposes llm-tldr code analysis tools (tree, structure, context, search, impact, etc.) to MCP clients like Claude Code for project understanding and debugging.
    18

  • codetree

    ThinkyMiner
    A
    license
    A
    quality
    C
    maintenance
    Gives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire files.
    23
    28
    MIT

  • GDScript Code Analyzer

    minami110
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to analyze GDScript code structure, extract symbols, functions, and dependencies without reading entire files. Supports efficient navigation and understanding of Godot game engine codebases through tree-sitter parsing.
    8
    1
    MIT

  • Code Analysis MCP Server

    saiprashanths
    F
    license
    A
    quality
    D
    maintenance
    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    4
    27

  • Serena MCP Server

    Raheem-19
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    license
    B
    quality
    D
    maintenance
    Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling precise code understanding and manipulation in large codebases via the Model Context Protocol.
    25
    MIT

  • agentmako

    drhalto
    A
    license
    B
    quality
    A
    maintenance
    Local-first codebase intelligence engine providing AI coding agents with a typed MCP toolset for understanding and navigating code repositories.
    100
    51
    Apache 2.0