Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', or 'missing keyword matches'
Install
npx skills add qdrant/skills --skill qdrant-search-strategiesnpx skills add qdrant/skills --skill qdrant-search-strategies -a claude-code -gnpx skills add qdrant/skills --skill qdrant-search-strategies -a codex -ggemini skills install https://github.com/qdrant/skills.git --path skills/qdrant-search-quality/search-strategiesgh skill install qdrant/skills qdrant-search-strategiesgit clone --depth 1 https://github.com/qdrant/skills /tmp/qdrant__skills
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/qdrant__skills/skills/qdrant-search-quality/search-strategies ~/.claude/skills/qdrant-search-strategies # Claude Code
cp -R /tmp/qdrant__skills/skills/qdrant-search-quality/search-strategies ~/.agents/skills/qdrant-search-strategies # Codex, Cursor, Gemini CLI, Copilot, OpenCode