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"A tool for inspecting and debugging Model Context Protocol (MCP) servers" matching MCP servers:

  • Vibe Model Context Protocol

    non-npc
    A
    license
    -
    quality
    D
    maintenance
    A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure analysis, dependency tracking, and secure API endpoints.
    15
    MIT

  • Error Debugging MCP Server

    firozanam
    A
    license
    -
    quality
    D
    maintenance
    Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
    MIT

  • context-mcp

    vibhasdutta
    A
    license
    A
    quality
    A
    maintenance
    Provides persistent memory and a codebase knowledge graph for AI coding assistants, enabling shared context across multiple tools like Claude, Cursor, and ChatGPT, with significant token reduction.
    5
    41
    MIT

  • Rovodev MCP Tool

    Jaggerxtrm
    A
    license
    B
    quality
    D
    maintenance
    Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing AI assistants to perform deep code analysis using Rovo Dev's large context capabilities. It enables features like repository-wide queries, file-specific analysis, and specialized coding modes through a standard MCP interface.
    3
    21
    MIT

  • mcp-for-programmer

    zaizaizhao
    F
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.
    3
    26
    1

  • context-sniper-mcp

    ywq090522
    A
    license
    A
    quality
    C
    maintenance
    A local MCP server that indexes a repository into line-range chunks and serves compact evidence packets to cut token usage when exploring or debugging code.
    4
    MIT

  • repo-context-mcp

    nduc99911
    A
    license
    A
    quality
    B
    maintenance
    MCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.
    3
    29
    8
    MIT

  • Fast Context MCP

    TripQi
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.
    2
    227
    MIT

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    8
    MIT

  • Fast Context MCP

    SammySnake-d
    A
    license
    A
    quality
    A
    maintenance
    Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.
    2
    766
    353
    MIT

  • Codebase Context

    PatrickSys
    A
    license
    A
    quality
    A
    maintenance
    Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.
    11
    433
    58
    Elastic 2.0

  • fw-context-mcp

    turbyho
    A
    license
    A
    quality
    A
    maintenance
    Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.
    38
    7
    MIT

  • MCP Context Manager

    transparentlyok
    A
    license
    A
    quality
    D
    maintenance
    Enables efficient code navigation and retrieval through natural language search, BM25 ranking, and fuzzy matching across multiple programming languages. It drastically reduces token usage by allowing Claude to query specific code symbols and logic instead of reading entire files.
    13
    33
    13
    MIT