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  • RAG MCP Gateway

    aniliou-85
    A
    license
    -
    quality
    D
    maintenance
    A smart proxy that aggregates multiple downstream MCP servers and enables natural language search for tools, allowing clients like Claude Desktop to discover and use tools through semantic queries.
    376
    ISC

  • Discovery Engine MCP Server

    ag2-mcp-servers
    F
    license
    -
    quality
    D
    maintenance
    An MCP server that enables natural language interaction with Google's Discovery Engine API, allowing users to search, recommend, and manage data through conversational interfaces.

  • skill-mcp

    jacobragsdale
    F
    license
    -
    quality
    C
    maintenance
    An MCP server that serves company documentation from a Markdown folder, exposing read-only search and fetch tools for agents to discover and retrieve authoritative documents.

  • mcp-ready-data-discovery-tool

    awesome0w
    F
    license
    -
    quality
    A
    maintenance
    Enables local data discovery by indexing metadata from SQLite, CSV, and Markdown sources, providing hybrid keyword and TF-IDF semantic search via MCP tools (listSources, indexSource, search, getSchema) and a REST API.

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0
  • kortex-mcp by ibkortex

    kortex-mcpofficial

    ibkortex
    F
    license
    A
    quality
    C
    maintenance
    Enables Claude to discover and semantically search enterprise datasets through the Kortex data plane, exposing list_collections and retrieve tools for natural-language queries.
    2
  • Opedd by Opedd

    Opeddofficial

    Opedd
    A
    license
    A
    quality
    A
    maintenance
    Licensed, rights-cleared content for AI agents, 17 tools to discover, license, retrieve, and verify expert content with on-chain proof and EU AI Act Article 53 support.
    8
    391
    1
    MIT

  • crw-mcp

    us
    A
    license
    A
    quality
    A
    maintenance
    Web scraping, crawling, and structured data extraction for AI agents. 5 tools: scrape (clean markdown from any URL), crawl (entire sites), map (discover URLs), extract (structured JSON), and search. 833ms avg latency, single binary, self-hostable.
    8
    604
    AGPL 3.0

  • yellow-pages

    ethank64
    F
    license
    A
    quality
    D
    maintenance
    Exposes two MCP tools (discover and execute) that enable agents to query an OpenAPI schema via natural language and execute matched API operations.
    2

  • front-design-mcp

    miguelcc06
    A
    license
    A
    quality
    B
    maintenance
    A local-first FastMCP server that indexes offline frontend catalogs (components, patterns, motion libraries) and exposes discover, search, compare, and recommend tools to AI agents via stdio.
    10
    Apache 2.0

  • RAGBrain MCP

    ragbrain
    A
    license
    A
    quality
    F
    maintenance
    Connects Claude Desktop to a RAGBrain knowledge base to enable semantic search, document retrieval, and namespace management. It allows users to browse collections, discover documents by topic, and access full text content through natural language.
    5
    MIT

  • Insight Digger MCP

    sandsiv
    A
    license
    A
    quality
    D
    maintenance
    An enterprise-grade data analysis system that enables users to discover data sources, configure analyses, and execute workflows through Claude Desktop. It features intelligent caching, session isolation, and secure JWT authentication for streamlined multi-user data orchestration.
    10
    MIT