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"Qdrant vector database and search engine" matching MCP servers:

  • search-docs

    otolab
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    9
    2
    1
    MIT

  • Unreal Engine MCP Server

    ChiR24
    A
    license
    B
    quality
    A
    maintenance
    Enables AI assistants to control Unreal Engine via Remote Control API for game development automation, including asset management, actor control, level editing, animation, physics, visual effects, and cinematics creation through natural language.
    1
    336
    830
    MIT

  • mcp-server-db

    Nam088
    A
    license
    A
    quality
    B
    maintenance
    A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through 113+ tools with read-only safety and fault tolerance.
    100
    41
    82
    MIT

  • Digital Guitar Archive MCP

    rcoldwell
    F
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to search and retrieve records from the Digital Guitar Archive database using full-text search and field-specific filters. It provides tools for fetching detailed record information and listing historical source libraries.
    3

  • MCP Error Relay

    purelledhand
    A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    9
    MIT

  • mcp-alphabanana

    tasopen
    A
    license
    A
    quality
    C
    maintenance
    Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
    1
    18
    8
    MIT

  • md24de-mcp

    volsch
    A
    license
    A
    quality
    A
    maintenance
    Unofficial MCP server for the messdienst24.de utility portal, providing tools to retrieve heating and hot-water consumption data, download PDF reports, and compare usage trends.
    3
    MIT

  • ReactUse

    childrentime
    A
    license
    A
    quality
    A
    maintenance
    MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any hook from @reactuses/core directly.
    3
    1,043
    The Unlicense
  • FoundRole MCP by foundrole

    FoundRole MCPofficial

    foundrole
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to job alerts—no account needed for searching.
    20
    94
    MIT

  • Web Researcher MCP

    zoharbabin
    A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    48
    MIT

  • idnow-mcp-server

    DevMohith
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that lets LLM agents operate the IDnow Trust Platform sandbox to list verification flows, create sessions, check sessions, and get session details.
    4