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  • context-ops-mcp

    tornidomaroc-web
    A
    license
    -
    quality
    B
    maintenance
    Gives your AI coding agent a bounded map of an unfamiliar TypeScript SaaS repo: where the code lives, what's risky to touch, and where the money / auth / user flows are. Provides eight MCP tools for orientation, task focus, risk assessment, and SaaS-specific observations without AST or type checking.
    Last updated
    13
    MIT

  • WebTrace MCP Server

    kings0527
    F
    license
    -
    quality
    B
    maintenance
    Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected JavaScript code.
    Last updated
    2

  • repowise

    repowise-dev
    A
    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.
    Last updated
    2
    11
    4,619
    AGPL 3.0

  • reference-mcp

    mark-burg
    A
    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.
    Last updated
    10
    MIT

  • Gemini MCP Server

    LKbaba
    A
    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.
    Last updated
    5
    67
    142
    MIT

  • community-ff-mcp

    mohn93
    A
    license
    A
    quality
    C
    maintenance
    Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.
    Last updated
    25
    74
    9
    MIT

  • code-index

    RaviIITk
    A
    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.
    Last updated
    6
    Apache 2.0

  • PyEye Server

    okeefeco
    A
    license
    A
    quality
    B
    maintenance
    An extensible MCP server that provides intelligent Python code analysis, navigation, and understanding capabilities for AI assistants like Claude.
    Last updated
    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.
    Last updated
    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.
    Last updated
    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.
    Last updated
    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.
    Last updated
    4
    27

  • Graft

    amaar-mc
    A
    license
    B
    quality
    F
    maintenance
    Local-first codebase context engine that parses code into a ranked dependency graph and serves it to AI tools via MCP for deep structural understanding.
    Last updated
    5
    24
    1
    MIT