mcp-qdrant-memory
Qdrant-powered MCP memory server with semantic search. mcp-qdrant-memory is a Model Context Protocol (MCP) server maintained by delorenj. It connects to MCP-compatible clients such as Claude Desktop, Cursor, Cline, and other agents that speak the protocol. It exposes 8 tools, including create_entities, create_relations, add_observations, delete_entities, delete_observations, delete_relations, read_graph and search_similar, that an agent can call directly. It is categorized under AI/KnowledgeGraph, Database/Vector and Tool/Qdrant.
What is this MCP
This MCP server provides a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database, combining graph-based knowledge representation with AI-powered similarity search.
How to use this MCP
Deploy via Docker or locally with Node.js, configure environment variables for OpenAI and Qdrant, then integrate with MCP settings to manage entities/relations and perform semantic searches through provided tools.
What this MCP can be used for
Building intelligent knowledge graphs with semantic search capabilities, enabling AI systems to store, retrieve, and find semantically related information efficiently.
AIMCP authority
DR and traffic signal for the AIMCP public domain.
Frequently asked questions
What is the mcp-qdrant-memory MCP server?
mcp-qdrant-memory is a Model Context Protocol server from delorenj. 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-qdrant-memory to my AI client?
Add mcp-qdrant-memory 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-qdrant-memory provide?
mcp-qdrant-memory provides 8 tools: create_entities, create_relations, add_observations, delete_entities, delete_observations, delete_relations, read_graph and search_similar.
Is mcp-qdrant-memory free to use?
mcp-qdrant-memory 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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