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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • graphrag-lite

    SanjoyDat1
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A lightweight MCP server implementing the GraphRAG pipeline for hierarchical knowledge graph construction and query-focused summarization.

  • redis-mcp

    YawLabs
    A
    license
    A
    quality
    A
    maintenance
    Enables exploring and diagnosing a Redis instance from MCP clients with read-only safety, using SCAN instead of KEYS for safe key enumeration.
    7
    313
    1
    MIT

  • 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

  • Tacit MCP

    ucl-sbde
    A
    license
    A
    quality
    D
    maintenance
    Connects AI assistants to Tacit building digital twins to query buildings, equipment, sensors, and zones using natural language. It provides tools for exploring Brick-compliant knowledge graphs, fetching historical sensor data, and accessing site documents.
    4
    MIT

  • setlist-mcp

    chrischall
    A
    license
    A
    quality
    A
    maintenance
    Search concert setlists, artists, venues, tours, and cities from setlist.fm via natural language. Provides 16 read-only tools for exploring live music data.
    20
    161
    MIT

  • nostr-mcp

    DiegoYegros
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for safely exploring Nostr, enabling agents to resolve identifiers, fetch profiles and events, query notes, and inspect relay metadata. It does not accept private keys or publish events.
    5
    MIT

  • Recruiter Roles - Job Board

    pcmarts
    A
    license
    A
    quality
    D
    maintenance
    Search Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats.
    7
    30
    1
    MIT

  • wetv-mcp

    aimeeluwang
    A
    license
    A
    quality
    C
    maintenance
    MCP server for searching, discovering, and exploring Chinese long-form video content from WeTV and Tencent Video, enabling AI assistants to recommend dramas, variety shows, anime, and movies with play links, ratings, and episode info.
    6
    MIT

  • OpenAPI MCP Server

    cloudwarriors-ai
    A
    license
    A
    quality
    D
    maintenance
    A generic MCP server that dynamically exposes any OpenAPI-documented REST API to LLMs by auto-discovering endpoints. It provides tools for exploring API capabilities and making authenticated requests directly through natural language interfaces.
    2
    9
    MIT

  • db-mcp

    eklemen
    A
    license
    A
    quality
    C
    maintenance
    Read-only PostgreSQL database MCP server for safely exploring schema, tables, relationships, and sample data without modification.
    10
    92
    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

  • zork-mcp

    mrfentmen
    F
    license
    A
    quality
    C
    maintenance
    A text-adventure interpreter as an MCP server. It enables the AI to act as the player, exploring, solving puzzles, fighting trolls, and collecting treasure through tool calls.
    5
  • 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

  • USAspending MCP Server

    haydentbs
    A
    license
    A
    quality
    C
    maintenance
    Read-only MCP server for exploring US federal spending data via the USAspending.gov API, enabling natural language queries on awards, agencies, recipients, and spending trends.
    12
    MIT

  • sql-mcp

    teghoz
    F
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for SQL Server and PostgreSQL that enables exploring and querying databases (schemas, tables, views, procedures, indexes, foreign keys) and running arbitrary SELECT queries.
    37