A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and ultra-low latency.

VQLite - Simple and Lightweight Vector Search Engine based on Google ScaNN

Magna is an AI-powered embedding similarity search tool for searching within large documents.

Similarity detection for Github Issues + AI code reviews

A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and ultra-low latency.

Lightfeed SDK to search and filter web data

Embedding Search sample with Voyager

A production-grade benchmarking suite that evaluates vector databases (Qdrant, Milvus, Weaviate, ChromaDB, Pinecone, SQLite, TopK) for music semantic search applications. Features automated performance testing, statistical analysis across 15-20 iterations, real-time web UI for database comparison, and comprehensive reporting with production.

Embedding Search sample with RediSearch