Qdrant MCP Server

Qdrant MCP Server integrates Qdrant's vector database with MCP for semantic search and similarity matching in AI workflows. It supports vector embeddings, collections management, and hybrid search combining dense and sparse vectors. Ideal for RAG pipelines, recommendation systems, and knowledge retrieval in agents; offers an open-source, self-hosted alternative to Pinecone MCP.