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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • Neo4j GraphRAG MCP Server

    neo4j-field
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    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.
    Last updated
    5
    2
    MIT
    • Apple
    • Linux

  • Reuters Business and Financial

    BACH-AI-Tools
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    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.
    Last updated
    20
    MIT

  • Usage And Billing MCP Server

    BACH-AI-Tools
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    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.
    Last updated
    18
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
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    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.
    Last updated
    40
    1
    Apache 2.0

  • GraphRAG Llama Index MCP

    T-NhanNguyen
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    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.
    Last updated
    3
    • Linux
    • Apple

  • Octocode

    Muvon
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    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.
    Last updated
    324
    Apache 2.0
    • Linux
    • Apple

  • Cuba-memroys

    LeandroPG19
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    Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signal RRF fusion search, GraphRAG enrichment, FSRS spaced repetition, and anti-hallucination grounding. 12 tools, PostgreSQL.
    Last updated
    137
    19

  • RAGFlow MCP Server

    MigoXV
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    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.
    Last updated

  • gdb and rr Debugging

    schuay
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    MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.
    Last updated
    34
    1
    MIT

  • MCP Remote with Adobe and Okta

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    A wrapper for mcp-remote that provides secure authentication for protected MCP servers using Adobe IMS or Okta OAuth flows. It features automated token management, validation, and background refreshing for seamless access to remote resources.
    Last updated
    7
    2
    MIT
    • Apple
    • Linux

  • db-mcp-tool

    wirdes
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    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    Last updated
    9
    5
    MIT
  • Tableau MCP Server by tableau

    Tableau MCP Serverofficial

    tableau
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    Enables AI applications to integrate with Tableau through tools, resources, and prompts for querying data, exploring content, and retrieving visualizations from Tableau workbooks and datasources.
    Last updated
    2,412
    237
    Apache 2.0

  • SNC Cribl MCP

    atree1023
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    Enables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.
    Last updated
    7
    1
    MIT No Attribution

  • MCP PostgreSQL Server

    Maxim2324
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    A server that connects to PostgreSQL databases and provides tools for safely exploring schemas, running read-only SQL queries, and performing data analysis with pre-built templates.
    Last updated
    6
    330
    1
    MIT

  • karte-datahub-mcp

    YusukeYajima
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    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.
    Last updated
    4
  • Dremio MCP Server by dremio

    Dremio MCP Serverofficial

    dremio
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    Enables LLMs to interact with Dremio data platforms for querying, analyzing data patterns, and exploring metadata through natural language, with support for both local and production Kubernetes deployments.
    Last updated
    49
    Apache 2.0
    • Linux
    • Apple

  • Munin AI Memory

    3d-era
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    Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: * Multi-Project Support: Isolate memories into separate "brains" (Context Cores). * GraphRAG: Automatically builds a knowledge graph from your context. * Sub-200ms Search: Blazing fast Hybrid & Semantic
    Last updated
    2

  • Riksarkivet MCP Server

    AI-Riksarkivet
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    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.
    Last updated
    59
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    8
    Apache 2.0

  • MCP PostgreSQL Read-Only

    japentaca
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    Enables secure read-only access to PostgreSQL databases through SELECT queries only, with tools for exploring schemas, listing tables, and executing common queries while preventing any data modification operations.
    Last updated
    414
    • Apple
    • Linux

  • MySQL MCP Server

    araxiaonline
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    A lightweight server for executing SQL queries and inspecting schemas across multiple MySQL database connections. It provides tools for managing persistent connection configurations and exploring database structures through natural language.
    Last updated

  • MCP Notepad Server

    znehraks
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    A learning-focused MCP server that demonstrates core MCP concepts through a simple notepad application, enabling users to create, update, delete, and search notes while exploring tools, resources, and prompts functionality.
    Last updated
    4

  • Swagger MCP

    Alleyway-boop
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    High-performance server for exploring Swagger/OpenAPI specifications with dynamic session management, lightning-fast endpoint search, and efficient caching. Enables AI assistants to discover, search, and generate code from REST APIs.
    Last updated
    79
    MIT

  • Airtable MCP Server

    cipher416
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    Enables AI assistants to interact with Airtable databases by listing accessible bases and retrieving detailed schema information. Supports secure authentication and provides tools for exploring Airtable base structures through natural language.
    Last updated

  • PostgreSQL MCP Server

    sebivarga
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    Enables Claude to interact with PostgreSQL databases by executing SQL queries, exploring schemas, and monitoring database health. It provides tools for data manipulation and schema management via a secure SSE connection.
    Last updated
    194

  • Bear MCP Server

    quanticsoul4772
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    Enables AI assistants to search, read, and browse Bear notes directly from your local Bear database. Supports searching by title, content, or tags, opening specific notes, and exploring tag-based organization.
    Last updated
    1
    • Apple

  • Code Analysis MCP Server

    saiprashanths
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    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.
    Last updated
    4
    23
    • Apple

  • MCPServerTransportDemo

    barwalgayatri02
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    A demonstration project for building and testing Model Context Protocol (MCP) servers using the MCP inspector and client tools. It provides a practical implementation for exploring MCP transport mechanisms and server-client interactions.
    Last updated

  • SQL Server MCP Server

    Nebhg
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    Enables AI assistants to interact with SQL Server databases through natural language, providing capabilities for executing queries, exploring schemas, analyzing performance, backing up tables, and managing data with built-in safety limits.
    Last updated
    • Apple
  • NervusDB MCP Server by ysankpia

    NervusDB MCP Serverofficial

    ysankpia
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    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.
    Last updated
    42
    6

  • Tableau MCP Server

    datalabs89
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    Enables AI applications to integrate with Tableau through developer primitives including tools, resources and prompts. Supports querying data from datasources, exploring content like workbooks and views, and retrieving visualizations using the Tableau REST API.
    Last updated
    2,412
    Apache 2.0

  • WikiTree MCP server

    PeWu
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    Integrates with the WikiTree API to provide tools for exploring genealogical data, including ancestor and descendant information. It enables users to retrieve biographies and family relationships through any application supporting the Model Context Protocol.
    Last updated
    5
    1
    Apache 2.0