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  • Serena MCP Server

    Raheem-19
    A
    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

  • 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.
    10
    MIT

  • sove-mcp

    JrKrishh
    A
    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

  • 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.
    25
    61
    9
    MIT

  • Quant2Ptrader-MCP

    guangxiangdebizi
    A
    license
    A
    quality
    F
    maintenance
    Automatically converts JoinQuant quantitative trading strategies to Ptrade platform format, supporting direct code input or file paths, with automatic API mapping and detailed conversion reports.
    1
    22
    60
    Apache 2.0

  • 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.
    6
    Apache 2.0

  • mcp-context-memory

    maschmann
    F
    license
    A
    quality
    C
    maintenance
    A local semantic memory and code-indexer that uses AST parsing for structural understanding and persists architectural decisions to help AI assistants bypass context window limits.
    3

  • PyEye Server

    okeefeco
    A
    license
    A
    quality
    A
    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

  • Wise Mise MCP

    delorenj
    A
    license
    A
    quality
    D
    maintenance
    AI-powered MCP server that analyzes project structures to create optimized task architectures for mise, enabling intelligent task management, dependency mapping, and automated task suggestions.
    10
    MIT

  • codetree

    ThinkyMiner
    A
    license
    A
    quality
    D
    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

  • sharplens-mcp

    pzalutski-pixel
    A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server providing 62 AI-optimized tools for .NET/C# semantic code analysis, navigation, refactoring, and code generation using Microsoft Roslyn. Built for AI coding agents - provides compiler-accurate code understanding that AI cannot infer from reading source files alone.
    62
    31
    MIT