Qdrant

An open-source vector database for high-performance similarity search, Qdrant helps AI teams implement retrieval-augmented generation and embedding-based search without relying on managed-only services. It targets developers and ML engineers who need scalable, self-hosted vector search to avoid vendor lock-in and reduce managed service costs. Intended for embedding-driven applications rather than apps that do not use embeddings.