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1. qdrant qdrant Public

   Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

   Rust 33.6k 2.5k

2. fastembed fastembed Public

   Fast, Accurate, Lightweight Python library to make State of the Art Embedding

   Python 3.1k 215

3. qdrant-client qdrant-client Public

   Python client for Qdrant vector search engine

   Python 1.3k 254

4. qdrant-js qdrant-js Public

   JavaScript/Typescript SDK for Qdrant Vector Database

   TypeScript 456 42

5. vector-db-benchmark vector-db-benchmark Public

   Framework for benchmarking vector search engines

   Python 368 149

6. skills skills Public

   Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, G…

   Python 209 23