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By qdrant
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments. | qdrant/ | 253 | 2 repos | ~752 | Automated safety check: Notes | Apache-2.0 | yesterday |
| 2 | Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. | qdrant/ | 253 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 3 | Guides Qdrant deployment selection. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~976 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 4 | Guides Qdrant search strategy selection. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5 | Diagnoses and guides Qdrant horizontal scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~833 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 6 | Diagnoses and fixes slow Qdrant indexing and data ingestion. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 7 | Diagnoses and reduces Qdrant memory usage. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 8 | Guides Qdrant query latency optimization. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~725 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 9 | Guides embedding model migration in Qdrant without downtime. | qdrant/ | 253 | 2 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 10 | Diagnoses Qdrant production issues using metrics and observability tools. | qdrant/ | 253 | 2 repos | ~897 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 11 | Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. | qdrant/ | 253 | 2 repos | ~874 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 12 | Guides Qdrant data volume scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~485 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 13 | Guides Qdrant query throughput (QPS) scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~933 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 14 | Diagnoses and fixes slow Qdrant search. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 15 | Guides sliding time window scaling in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 16 | Guides Qdrant multi-tenant scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~916 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 17 | Guides Qdrant vertical scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 18 | Guides Qdrant query volume scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~351 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. | qdrant/ | 253 | 1 repo | ~2.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 20 | Guides building on Qdrant Edge, the embedded in-process shard. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI and backups, installing the Qdrant Cloud agent and operator… | qdrant/ | 253 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 22 | Explains hybrid search in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~912 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 23 | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 24 | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. | qdrant/ | 253 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 25 | Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. | qdrant/ | 253 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 26 | Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. | qdrant/ | 253 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 27 | Diagnoses Qdrant search quality issues. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 28 | Sizes a Qdrant deployment before it is provisioned. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 29 | Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 30 | Guides Qdrant scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~601 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 31 | Diagnoses and improves Qdrant search relevance. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~616 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 32 | Guides Qdrant monitoring and observability setup. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~368 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 33 | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. | qdrant/ | 253 | — | ~456 | Automated safety check: Pass | Apache-2.0 | yesterday |