qdrant-search-quality

작성자: github

Qdrant 검색 관련성을 진단하고 개선합니다. '검색 결과가 나쁘다', '잘못된 결과', '낮은 정밀도', '낮은 재현율', '관련 없는...' 등의 문제가 보고될 때 사용하세요.

npx skills add https://github.com/github/awesome-copilot --skill qdrant-search-quality

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