Skip to main content
Glama
77,029 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • graphrag-local

    e2its
    A
    license
    Not graded
    quality
    A
    maintenance
    Connects Claude Code to a local GraphRAG knowledge base (LightRAG + Ollama) for private, offline document retrieval. Provides tools to search, add documents, and check the RAG status, enabling Claude to reason over user's own notes, code, and papers without cloud dependencies.
    MIT

  • Neo4j GraphRAG MCP Server

    neo4j-field
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.
    5
    2
    MIT

  • GraphRAG Llama Index MCP

    T-NhanNguyen
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.
    3
  • 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

  • VeritasGraph

    bibinprathap
    A
    license
    A
    quality
    B
    maintenance
    Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries entirely offline with Ollama.
    5
    313
    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

  • SNOMED GraphRAG MCP Server

    lesskao
    F
    license
    B
    quality
    D
    maintenance
    GraphRAG MCP server for querying SNOM CT medical terminology via Neo4j, offering graph_search_concept and graph_get_related tools to search and traverse concepts and relationships.
    2

  • GPT Researcher MCP Server

    assafelovic
    A
    license
    Not graded
    quality
    C
    maintenance
    Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.
    364
    MIT

  • RAGFlow MCP Server

    MigoXV
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.
    MIT

  • 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

  • MCP Server

    sharpninja
    A
    license
    Not graded
    quality
    A
    maintenance
    Workspace-scoped AI agent infrastructure for .NET enabling context retrieval, TODO orchestration, session logging, repository operations, GitHub automation, GraphRAG, and agent orchestration over HTTP and MCP STDIO transports.
    2
    Apache 2.0

  • reflex-brain

    dokiromboide
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that gives AI agents a continual learning brain with lessons, skills, memories, evidence-based refinement, rollback, and hybrid GraphRAG retrieval.
    MIT

  • local-graphrag-mcp

    nonatofabio
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server implementing Graph RAG with local, embedded Knowledge Graph using FAISS for vector search and NetworkX for graph traversal, enabling hybrid retrieval through anchor discovery and relationship expansion.
    2
    MIT

  • Snowflake MCP Server

    Legolasan
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.
    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

  • GraphRAG MCP Server

    lyndonkl
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to access detailed research findings, implementation patterns, and best practices for building graph-enhanced retrieval-augmented generation systems.
    3
    MIT

  • Oscar

    theastraway
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to ask questions about Neo4j, Cypher, GraphRAG, and ontology engineering, providing answers grounded in official Neo4j documentation with citations.
    MIT