Qdrant search quality
Skill mouadja02/skills/skills/llm-tooling/qdrant-search-quality
Diagnoses and improves Qdrant search relevanceFrom its SKILL.md
npx -y skills add mouadja02/skills --skill qdrant-search-qualityAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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SKILL.md
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Attribution: Sourced from qdrant/skills by Qdrant.
Qdrant Search Quality
First determine whether the problem is the embedding model, Qdrant configuration, or the query strategy. Most quality issues come from the model or data, not from Qdrant itself. If search quality is low, inspect how chunks are being passed to Qdrant before tuning any parameters. Splitting mid-sentence can drop quality 30-40%.
- Start by testing with exact search to isolate the problem Search API
Diagnosis and Tuning
Isolate the source of quality issues, tune HNSW parameters, and choose the right embedding model. Diagnosis and Tuning
Search Strategies
Hybrid search, reranking, relevance feedback, and exploration APIs for improving result quality. Search Strategies
What ships with it
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