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  • CodeWalker

    siltecon
    A
    license
    -
    quality
    -
    maintenance
    An MCP server that indexes Python codebase structures to help AI assistants discover and reuse existing functions instead of duplicating code. It enables real-time searching of function metadata, duplicate detection, and structural analysis across multiple projects.

  • Next.js MCP Server

    kamolc4
    A
    license
    -
    quality
    B
    maintenance
    Enables MCP-compatible clients to inspect Next.js codebases, analyze App Router and Pages Router structure, discover API routes, and audit build performance through controlled tools.
    8
    MIT

  • Grep App MCP Server

    ai-tools-all
    F
    license
    -
    quality
    F
    maintenance
    Enables powerful code search across millions of public GitHub repositories using grep.app API, with capabilities to discover code examples, retrieve specific files, and batch fetch multiple files for learning from open source projects.
    71

  • sonarqube-mcp

    mshegolev
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.
    5
    MIT

  • ReactUse

    childrentime
    A
    license
    A
    quality
    A
    maintenance
    MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any hook from @reactuses/core directly.
    3
    1,043
    The Unlicense

  • Minestom MCP Server

    RonaldBunk
    A
    license
    A
    quality
    C
    maintenance
    An MCP server designed for developers to build and manage Minestom-based Minecraft servers by inspecting project environments, build configurations, and API documentation. It enables users to plan features, review design patterns, and discover libraries within the Minestom ecosystem.
    9
    12
    6
    Apache 2.0

  • Design Patterns MCP Server

    apolosan
    A
    license
    B
    quality
    C
    maintenance
    Provides intelligent design pattern recommendations using semantic search through a comprehensive catalog of 200+ patterns across 20 categories. Users can describe programming problems in natural language to discover appropriate design patterns with contextual recommendations.
    4
    29
    MIT
  • OpenReview Python MCP Server by openreview

    OpenReview Python MCP Serverofficial

    openreview
    F
    license
    -
    quality
    D
    maintenance
    Exposes the structure and documentation of the openreview-py library, enabling LLMs to discover classes, functions, and signatures for accurate code generation. It provides tools for searching the API and retrieving detailed metadata without executing code or making external API calls.
    5

  • mcp-codebase-intelligence

    g-tiwari
    A
    license
    -
    quality
    C
    maintenance
    Provides a semantic understanding of your codebase by parsing with tree-sitter and building a graph of symbols and dependencies. Enables AI assistants to navigate code, analyze changes, and discover architecture using 18 tools with minimal context overhead.
    12
    1
    MIT

  • JavaSinkTracer MCP

    Zacarx
    F
    license
    -
    quality
    D
    maintenance
    Enables AI-powered Java source code vulnerability auditing through function-level taint analysis. Performs reverse tracking from dangerous functions to external entry points to automatically discover potential security vulnerability chains.
    115

  • Android Skills MCP

    skydoves
    F
    license
    -
    quality
    B
    maintenance
    Provides AI coding assistants with access to Google's Android development skills library through an MCP server. Enables developers to discover, search, and apply Android best practices directly within their coding environment without manual copying.
    215