Qdrant

Qdrant is a high-performance, open-source vector similarity search engine written in Rust. It is designed for filtering and searching large-scale datasets of vectors.

Unlike some competitors, Qdrant offers a robust "Hybrid Search" capability, allowing developers to combine vector search (semantic meaning) with keyword filtering (exact matches) in a single query, significantly improving retrieval accuracy for RAG.