AI Plugin Index
qdrant-search-quality
Skill by NVlabs · updated · ★ 188
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?', 'how to measure retrieval quality?', 'build a golden set', 'ground truth dataset', or 'how to score recall@k?'. Also use when search quality degrades after quantization, model change, or data growth. qdrant-search-quality is published by NVlabs on GitHub.
Last commit 19 days ago
Apache-2.0: permissive, fine for commercial use
Clear description, installs from GitHub, 188 stars, original repository
Not checked yet. What we check
Install qdrant-search-quality
Built from the published package, never by AIgit clone --depth 1 https://github.com/NVlabs/Skill2Env /tmp/Skill2Env && mkdir -p ~/.claude/skills && cp -r /tmp/Skill2Env/SkillHub/skills/qdrant-search-quality ~/.claude/skills/qdrant-search-qualityRun in your terminal. Claude Code loads skills from ~/.claude/skills automatically.
git clone --depth 1 https://github.com/NVlabs/Skill2Env /tmp/Skill2Env && mkdir -p ~/.gemini/antigravity-cli/skills && cp -r /tmp/Skill2Env/SkillHub/skills/qdrant-search-quality ~/.gemini/antigravity-cli/skills/qdrant-search-qualityAntigravity CLI loads skills from ~/.gemini/antigravity-cli/skills, or .agents/skills for one project.
Step-by-step: install qdrant-search-quality in Antigravity CLI
Skills can run scripts on your machine. Some need an API key: check the README.
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qdrant-search-quality: common questions
How do I install qdrant-search-quality?
Run the command above to copy the skill into ~/.claude/skills/. Claude Code picks it up automatically.
Is qdrant-search-quality free?
The code is published under the Apache-2.0 licence. The service it connects to may have its own pricing.
Is qdrant-search-quality safe to use?
It scores 65 of 100. Grades: maintenance A, licence A, quality B. The security check has not run for it yet. Review the code before you install. How grades work.
What are alternatives to qdrant-search-quality?
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