qdrant

Use it when

• self-hosted vector search for embeddings
• ANN store for RAG pipelines

What it solves

Not the fit when

• trains embeddings for you

Install

docker run -p 6333:6333 qdrant/qdrant  # or pip install qdrant-client

Invoke

Upsert points with payloads; hybrid filter+vector search; use for production RAG recall.

Alternatives

No reviewed alternatives recorded yet.