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Optimize Qdrant Search Quality

curated by SkillMD · plugin · 3 skills

Diagnose and improve Qdrant search relevance by isolating embedding, config, or query issues.

Install the whole plugin (CLI)

npx skillmds add github/qdrant-search-quality-diagnosis
npx skillmds add github/qdrant-search-strategies
npx skillmds add antigravity/arrowspace

Skills in this plugin

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qdrant-search-quality-diagnosis · github
Diagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.

36.2k
repo stars
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qdrant-search-strategies · github
Guides selection of Qdrant search strategies including hybrid search, reranking, relevance feedback, MMR, and discovery APIs to improve retrieval quality.

36.2k
repo stars
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arrowspace · antigravity
Augments nearest-neighbour search with graph Laplacian features to retrieve items based on both semantic similarity and structural role.

42.4k
repo stars