mcp-server-qdrant
Qdrant MCP server for semantic memory storage. mcp-server-qdrant is a Model Context Protocol (MCP) server maintained by qdrant. It connects to MCP-compatible clients such as Claude Desktop, Cursor, Cline, and other agents that speak the protocol. It exposes 2 tools, including qdrant-store and qdrant-find, that an agent can call directly. It is categorized under Tool/Qdrant.
What is this MCP
This is a Model Context Protocol (MCP) server implementation for Qdrant, a vector search engine. It provides a semantic memory layer on top of Qdrant, enabling LLM applications to store and retrieve information using vector similarity search.
How to use this MCP
The server can be run via UVX, Docker, or directly installed in development environments like VS Code. It requires configuration of environment variables including QDRANT_URL and COLLECTION_NAME. The server provides two main tools: qdrant-store for storing information and qdrant-find for retrieving relevant information.
What this MCP can be used for
This MCP server enables semantic memory capabilities for LLM applications, allowing them to store and recall information contextually. Specific use cases include code snippet storage/retrieval for IDEs, enhancing chat interfaces with memory, and creating custom AI workflows that require persistent, searchable memory.
AIMCP authority
DR and traffic signal for the AIMCP public domain.
Frequently asked questions
What is the mcp-server-qdrant MCP server?
mcp-server-qdrant is a Model Context Protocol server from qdrant. It lets MCP-compatible AI clients call its tools over a standard interface, so agents like Claude, Cursor, and Cline can use it without custom integration.
How do I connect mcp-server-qdrant to my AI client?
Add mcp-server-qdrant to your client's MCP configuration using the stdio or SSE connection shown in the usage examples on this page, then restart the client to load the server.
What tools does mcp-server-qdrant provide?
mcp-server-qdrant provides 2 tools: qdrant-store and qdrant-find.
Is mcp-server-qdrant free to use?
mcp-server-qdrant is listed on AIMCP for free. Any API keys or accounts required by the underlying service are set by its provider.
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