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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • 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

  • Reuters Business and Financial

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    20
    MIT

  • Usage And Billing MCP Server

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.
    18
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0

  • openproject-mcp-and-skills

    chien334
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server enabling AI agents to interact with OpenProject API v3 for project management, including creating and managing work packages, projects, comments, time entries, boards, and user dashboards.
    15
    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

  • 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

  • image-metadata-embed-and

    Desmond-Labs
    A
    license
    Not graded
    quality
    D
    maintenance
    A streamlined MCP server for XMP metadata embedding with beautiful formatting and smart filename indicators, enabling metadata embedding, reading, validation, and report generation for lifestyle, product, and orbit schemas.
    MIT

  • 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

  • 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

  • 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

  • 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

  • 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