Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?'.
Install
npx skills add github/awesome-copilot --skill qdrant-search-qualitynpx skills add github/awesome-copilot --skill qdrant-search-quality -a claude-code -gnpx skills add github/awesome-copilot --skill qdrant-search-quality -a codex -ggemini skills install https://github.com/github/awesome-copilot.git --path skills/qdrant-search-qualitygh skill install github/awesome-copilot qdrant-search-qualitygit clone --depth 1 https://github.com/github/awesome-copilot /tmp/github__awesome-copilot
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/github__awesome-copilot/skills/qdrant-search-quality ~/.claude/skills/qdrant-search-quality # Claude Code
cp -R /tmp/github__awesome-copilot/skills/qdrant-search-quality ~/.agents/skills/qdrant-search-quality # Codex, Cursor, Gemini CLI, Copilot, OpenCode