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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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11,782 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • mcp-server-qdrantofficial

    qdrant
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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    Last updated -
    2
    1,069
    Apache 2.0

  • MCP Server for Qdrant

    Jimmy974
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    A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
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    • Linux
    • Apple

  • Qdrant Retrieve MCP Server

    gergelyszerovay
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    Enables semantic search across multiple Qdrant vector database collections, supporting multi-query capability and providing semantically relevant document retrieval with configurable result counts.
    Last updated -
    46
    MIT License

  • Better Qdrant MCP Server

    wrediam
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    A Model Context Protocol server that enables semantic search capabilities by providing tools to manage Qdrant vector database collections, process and embed documents using various embedding services, and perform semantic searches across vector embeddings.
    Last updated -
    4
    25
    1
    MIT License

  • Qdrant MCP Server

    steiner385
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    Enables semantic code search across codebases using Qdrant vector database and OpenAI embeddings, allowing users to find code by meaning rather than just keywords through natural language queries.
    Last updated -
    MIT License

  • Qdrant MCP Server

    mhalder
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    Enables semantic search and document management using a local Qdrant vector database with OpenAI embeddings. Supports natural language queries, metadata filtering, and collection management for AI-powered document retrieval.
    Last updated -
    34
    9
    MIT License
    • Apple
    • Linux

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  • MCP Qdrant Server with OpenAI Embeddings

    amansingh0311
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    security
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    This server enables semantic search capabilities using Qdrant vector database and OpenAI embeddings, allowing users to query collections, list available collections, and view collection information.
    Last updated -
    6

  • Qdrant MCP Server

    andrewlwn77
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    Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.
    Last updated -
    1
    Apache 2.0

  • MCP Memory Server with Qdrant Persistence

    delorenj
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    Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.
    Last updated -
    7
    16
    • Linux
    • Apple

  • Qdrant MCP Server

    mcandiav
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    Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.
    Last updated -
    Apache 2.0

  • MCP Qdrant Codebase Embeddings

    steiner385
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    A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.
    Last updated -

  • ACP-MCP-Server

    GongRzhe
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    A bridge server that connects Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) clients, enabling seamless integration between ACP-based AI agents and MCP-compatible tools like Claude Desktop.
    Last updated -
    16
    12
    MIT License

  • serper-search-scrape-mcp-server

    marcopesani
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    This Serper MCP Server supports search and webpage scraping, and all the most recent parameters introduced by the Serper API, like location.
    Last updated -
    3,020
    127
    MIT License
    • Apple

  • Serper MCP Server

    garylab
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    A Model Context Protocol server that enables LLMs to perform Google searches via the Serper API, allowing models to retrieve current information from the web.
    Last updated -
    13
    19
    • Linux
    • Apple

  • Serper Search and Scrape MCP Server

    tahaswx
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    Enables web search via Serper API with advanced search operators and webpage scraping capabilities to extract content in plain text or markdown format.
    Last updated -
    MIT License

  • GraphRAG MCP Server

    rileylemm
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    Enables querying a hybrid system that combines Neo4j graph database and Qdrant vector database for powerful semantic and graph-based document retrieval through the Model Context Protocol.
    Last updated -
    48
    MIT License

  • MCP Memory Server

    hannesnortje
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    security
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    Provides intelligent memory management capabilities using Qdrant vector database for semantic search and storage. Supports global, learned, and agent-specific memory types with markdown processing and duplicate detection.
    Last updated -

  • MCP MCPO Demo Server

    mkamranr
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    A demonstration MCP server that provides basic utility tools including hello world functionality and string reversal operations. Shows how to build and deploy MCP tools using the MCPO orchestrator framework.
    Last updated -
    GPL 3.0