Qdrant
High-performance vector similarity search engine
AIDatabase
Qdrant is a vector database for semantic search, recommendations, and RAG pipelines.
HTTP API on port 6333 and gRPC on port 6334. API key authentication uses SERVICE_PASSWORD_QDRANT.