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MCP Servers by Qdrant

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

12,146 servers. Last updated 2025-12-04 15:11

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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    Last updated 4 months ago
    4
    2
    1,093
    Apache 2.0
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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 5 months ago
    1
    Apache 2.0
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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.
    Last updated 9 months ago
    • Linux
    • Apple
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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 8 months ago
    46
    MIT License
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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 9 months ago
    1
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    • Linux
    • Apple
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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 5 months ago
    6

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