Qdrant

Qdrant is an open-source vector database for semantic search, retrieval, and long-term agent memory. It exposes REST and gRPC APIs, supports payload filtering and hybrid queries, and can run in Qdrant Cloud or on your own infrastructure. Official clients cover Python, TypeScript, Rust, Go, Java, and .NET, and an official MCP server lets agents store and retrieve memories directly.