qdrant-search-quality

作者： github

診斷並改善 Qdrant 搜尋相關性。當有人回報「搜尋結果不佳」、「結果錯誤」、「精確度低」、「召回率低」、「不相關…」時使用。

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

下載 ZIP GitHub

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

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