AI Plugin Index
qdrant-search-quality
Skill by jcasnellie69 · updated · ★ 2
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?'. Also use when search quality degrades after quantization, model change, or data growth. qdrant-search-quality is published by jcasnellie69 on GitHub.
Install qdrant-search-quality
Built from the published package, never by AIgit clone --depth 1 https://github.com/jcasnellie69/homelab-config /tmp/homelab-config && mkdir -p ~/.claude/skills && cp -r /tmp/homelab-config/.pi/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/jcasnellie69/homelab-config /tmp/homelab-config && mkdir -p ~/.gemini/antigravity-cli/skills && cp -r /tmp/homelab-config/.pi/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.
Last commit 8 days ago
No licence found, so reuse rights are unclear
Clear description, installs from GitHub, original repository
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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 public, but no licence file was found, so check the repository before commercial use.
Is qdrant-search-quality safe to use?
It scores 26 of 100. Grades: maintenance A, licence F, quality C. 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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