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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • 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

  • bricks-and-context

    laraib-sidd
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • 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

  • NL-to-SQL MCP

    SatyamRudrakanthwar
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL execution.

  • project-explorer-mcp

    l0kifs
    A
    license
    A
    quality
    C
    maintenance
    Analyzes Python project structure by exploring directory trees, extracting outlines from Python and Markdown files, and inspecting OpenAPI specifications.
    5
    MIT

  • mysql-mcp

    qxduddes
    F
    license
    A
    quality
    A
    maintenance
    Security-hardened, read-only MySQL MCP server that enables safe, read-only access to MySQL databases for running SELECT queries, exploring schemas, and sampling data via MCP clients.
    9

  • Riksarkivet MCP Server

    AI-Riksarkivet
    A
    license
    A
    quality
    A
    maintenance
    Enables users to search and access digital collections from the Swedish National Archives (Riksarkivet) through multiple APIs. Supports searching records by keywords, exploring collections, and downloading historical images and documents.
    2
    18
    Apache 2.0

  • ryogena-pubmed-mcp

    KyleVick4
    A
    license
    A
    quality
    D
    maintenance
    Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.
    4
    MIT

  • teadata-mcp

    adpena
    A
    license
    A
    quality
    D
    maintenance
    MCP server for exploring Texas public school data through conversational interfaces, enabling campus search, district details, geospatial lookup, comparisons, and transfer insights using TEA data.
    16
    1
    Apache 2.0

  • 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

  • postgres-mcp

    gabriel-herencia
    A
    license
    A
    quality
    C
    maintenance
    A self-hostable PostgreSQL MCP server for exploring database schemas and running guarded read/write queries with selectable access modes (readonly, readwrite, admin), plus a dry-run confirm workflow for safety.
    14
    1
    MIT

  • avm-mcp-server

    stefanstranger
    A
    license
    A
    quality
    C
    maintenance
    MCP server for discovering and exploring Azure Verified Modules (AVM) from the Bicep Public Registry, enabling AI agents to search, retrieve module details, and access documentation.
    2
    6
    MIT

  • 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

  • karte-datahub-mcp

    YusukeYajima
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to securely query and analyze KARTE event data via BigQuery. It provides tools for fetching event logs, aggregating data, and exploring schemas using natural language.
    4