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AI & LLM Engineering · Qdrant · qdrant/skills
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. | qdrant/ | 254 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Guides Qdrant search strategy selection. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 3 | Diagnoses and reduces Qdrant memory usage. An agent skill from qdrant/skills. | qdrant/ | 254 | 2 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 4 | Guides embedding model migration in Qdrant without downtime. | qdrant/ | 254 | 2 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 5 | Diagnoses and fixes slow Qdrant search. An agent skill from qdrant/skills. | qdrant/ | 254 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 6 | Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. | qdrant/ | 254 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 7 | Guides building on Qdrant Edge, the embedded in-process shard. | qdrant/ | 254 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 8 | Explains hybrid search in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~917 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 9 | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). | qdrant/ | 254 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 10 | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. | qdrant/ | 254 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 11 | Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. | qdrant/ | 254 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 12 | Diagnoses Qdrant search quality issues. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 13 | Diagnoses and improves Qdrant search relevance. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~616 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
