qdrant-search-quality
Installation
SKILL.md
Qdrant Search Quality
Route first, then answer. Match the user's symptom in the table, Read that file, and answer from it.
Do not answer from this page alone: it contains routing only, not the guidance. If two rows match, read both.
| The user says | Read |
|---|---|
| Search results are bad or irrelevant, wrong results, missing expected matches | diagnosis/SKILL.md |
| Low recall, expected results are missing | diagnosis/SKILL.md |
| Low precision, too many wrong matches | diagnosis/SKILL.md |
| Which embedding model to use, quality dropped after quantization, model change, or data growth | diagnosis/SKILL.md |
| Not sure if the model, the data, or Qdrant is at fault | diagnosis/SKILL.md |
| Want to measure recall, build a golden set, ground truth dataset, recall@k | diagnosis/SKILL.md |
| Need to combine keyword and semantic search, hybrid search, sparse + dense, fusion / RRF, prefetch | search-strategies/hybrid-search/SKILL.md |
| Should I rerank, results too similar, need diversity, MMR, recommendation/discovery API | search-strategies/SKILL.md |
| Improving results with relevance feedback or user clicks, cheaper alternative to reranking | search-strategies/relevance-feedback/SKILL.md |