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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • 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

  • unix-docs-mcp

    runit-xze
    A
    license
    A
    quality
    B
    maintenance
    MCP server for exploring 4.2 BSD historical UNIX documentation, source code, and system calls. It provides tools to search and read prose manuals, man pages, source files, and the syscall table.
    13
    Creative Commons Zero v1.0 Universal

  • 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
  • mcp-reposkein by reposkein

    mcp-reposkeinofficial

    reposkein
    A
    license
    A
    quality
    A
    maintenance
    Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
    8
    11
    Apache 2.0

  • github-codemunch-mcp

    jgravelle
    F
    license
    A
    quality
    A
    maintenance
    A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.
    7
    2,600

  • 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
  • CORPUSfm by CORPUSfm

    CORPUSfmofficial

    CORPUSfm
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants and automation to inspect, compare, and manage FileMaker schema artifacts via MCP, including exploring objects, tracing references, generating diffs between versions, and automating schema tasks through jobs.
    Apache 2.0

  • CodeGraphMCPServer

    nahisaho
    A
    license
    Not graded
    quality
    C
    maintenance
    A lightweight, zero-configuration MCP server for source code analysis with GraphRAG capabilities, enabling structural understanding and efficient code completion from MCP-compatible AI tools.
    12
    MIT

  • boocontext

    indifferentketchup
    A
    license
    Not graded
    quality
    B
    maintenance
    Generates a comprehensive context map of your codebase to reduce token usage for AI coding assistants. Provides 12 MCP tools for exploring project structure, dependencies, and generating wiki knowledge bases.
    335
    MIT

  • cpp-coro-graph

    ArcherLin13
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables exploring a C++17 coroutine and device-domain call graph through MCP tools, providing symbol search, caller/callee queries, and neighborhood exploration of coroutine-aware codebases.
    MIT

  • Octocode

    Muvon
    A
    license
    Not graded
    quality
    A
    maintenance
    Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
    451
    Apache 2.0
  • CodeNav MCP by devchux

    CodeNav MCPofficial

    devchux
    F
    license
    Not graded
    quality
    B
    maintenance
    CodeNav MCP is a remote Model Context Protocol server for exploring a codebase, exposing tools to list files, read source, search text, inspect imports/exports, find functions/classes, detect unused code, and summarize project structure.
    4
  • NervusDB MCP Server by ysankpia

    NervusDB MCP Serverofficial

    ysankpia
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables building and querying code knowledge graphs for project analysis, with tools for exploring code relationships, managing workflows, and automating development tasks. Integrates with Git and GitHub for branch management and pull request creation.
    42
    6

  • mcp-server-playground

    lodeharri
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for exploring a software developer's portfolio: lists projects, semantically searches code, explains architecture, summarizes READMEs, and answers questions through a natural-language agent, with a built-in web playground.
    MIT