Source

qdrant/skills

31 skills · 12.6K combined installs

Skills from this source

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Skill

Source

8W Activity

Installs

qdrant-clients-sdk Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.

qdrant-search-quality Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', '…

qdrant-performance-optimization Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage o…

qdrant-monitoring Guides Qdrant monitoring and observability setup.

qdrant-scaling Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'n…

qdrant-deployment-options Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'e…

qdrant-model-migration Guides embedding model migration in Qdrant without downtime.

qdrant-version-upgrade Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity.

qdrant-advisor Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from sk…

qdrant-edge Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the serve…

qdrant-multitenancy Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications.

qdrant-sizing Sizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many nodes',…

qdrant-minimize-latency Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is to…

qdrant-hybrid-search Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and …

qdrant-search-strategies Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'resu…

qdrant-horizontal-scaling Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many …

qdrant-indexing-performance-optimization Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing t…

qdrant-memory-usage-optimization Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node cra…

qdrant-monitoring-debugging Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck',…

qdrant-monitoring-setup Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log …

qdrant-scaling-data-volume Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', '…

qdrant-scaling-qps Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'q…

qdrant-scaling-query-volume Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'la…

qdrant-search-quality-diagnosis Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant re…

qdrant-search-speed-optimization Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too …

qdrant-sliding-time-window Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old ve…

qdrant-tenant-scaling Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tena…

qdrant-vertical-scaling Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade n…

qdrant-hybrid-search-combining Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'R…

qdrant-hybrid-search-prefetches Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a spa…

qdrant-relevance-feedback Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too wea…