Qdrant

Vector Databases

Open-source vector database built in Rust.

What it’s for

Qdrant delivers fast similarity search with rich payload filtering — the exact combination production RAG pipelines usually need. Self-host it with Docker or use the managed cloud, with clients for Python, JS/TS, Rust and Go.

How to use it

docker run -p 6333:6333 qdrant/qdrant, then use a client to create a collection, upsert vectors with JSON payload, and run filtered top-k searches over the REST API.

Pricing

Open source (Apache 2.0) and free to self-host. Qdrant Cloud has a free 1 GB tier, then usage-based pricing.

Website ↗ GitHub ↗