pgvector is a Postgres extension for vector similarity search with HNSW/IVFFlat indexes, integrates seamlessly with SQL for hybrid queries. Perfect for existing Postgres users in RAG/KB apps; compares to dedicated VDBs by leveraging relational ACID. Features: exact KNN, distance ops.