Qdrant overview

Open-source vector similarity search engine written in Rust with a focus on performance and filtering. Supports payload-based filtering alongside vector search, quantization for memory efficiency, and distributed deployment. Provides gRPC and REST APIs with clients for Python, TypeScript, Go, and Rust. A strong choice for self-hosted vector search where query latency and resource efficiency matter.