@qdrant

qdrant-search-quality diagnoses embedding model, configuration, and query strategy issues. guides root cause isolation via exact search testing, baseline measurement, parameter tuning, and hybrid/reranking approaches.

qdrant-scaling categorizes scaling problems into data volume, throughput, latency, and query volume, then defers to external docs without providing actionable guidance, decision logic, or concrete procedures.

Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which…

Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.

qdrant-model-migration — an installable skill for AI agents, published by qdrant/skills.

qdrant-monitoring — an installable skill for AI agents, published by qdrant/skills.

Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when you want…

Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.