mcp-server-qdrant

• MCP Memory Server with Qdrant Persistence

  delorenj

  -

  security

  F

  license

  -

  quality

  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

• MCP Server for Qdrant

  Jimmy974

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  security

  F

  license

  -

  quality

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

  Last updated -

• Better Qdrant MCP Server

  wrediam

  A

  security

  A

  license

  A

  quality

  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

  17

  MIT License

• Qdrant Retrieve MCP Server

  gergelyszerovay

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  security

  A

  license

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  quality

  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

• MCP Qdrant Server with OpenAI Embeddings

  amansingh0311

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  security

  F

  license

  -

  quality

  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

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• PDF Reader MCP Server

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• MCP VectorStore Server

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  Provides advanced document search and processing capabilities through vector stores, including PDF processing, semantic search, web search integration, and file operations. Enables users to create searchable document collections and retrieve relevant information using natural language queries.

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• MCP Image Server

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  A Model Context Protocol server that enables fetching and processing images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings with proper MIME types.

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