Diagnoses and improves Qdrant search relevance — embedding model choice, hybrid search, reranking, and measuring retrieval quality.
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Databases · Analytics & Monitoring · Search · Cloud & DevOps
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27 agent skills — instructions the agent loads on demand. 27 of 27 are free. Median context cost 2.3k tokens.
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.
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Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity.
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Guides Qdrant data volume scaling decisions.
Free
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Guides Qdrant query latency optimization.
Free
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Guides Qdrant query throughput (QPS) scaling.
Free
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Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values'…
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Guides sliding time window scaling in Qdrant.
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Sizes a Qdrant deployment before it is provisioned.
Free
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Diagnoses and reduces Qdrant memory usage.
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Guides embedding model migration in Qdrant without downtime.
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Diagnoses and guides Qdrant horizontal scaling decisions.
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