Memgraph

Graph-enhanced vector database enabling hybrid graph+vector search for KG RAG applications. Supports Cypher queries with HNSW vector indexes for efficient multi-hop retrieval over knowledge graphs. Unlike pure vector databases like Pinecone, it natively models relationships for superior connected data reasoning and traversal.