qdrant-vector-search

Guides the implementation of Qdrant-backed vector search for retrieval systems, filtered search, and recommendations.

When to use it

Use when building production retrieval systems that need low-latency vector search, metadata filtering, horizontal scaling, or multiple vectors per record.

It changes how the agent implements Qdrant search in a project, guiding batching, indexing, storage, and connection reuse.