Qdrant Search Quality

Quality score: 85/100 · Category: General · Sub-category: research-misc

type:debug

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.

What this skill does

Qdrant Search Quality is a well-rated Claude Code skill (quality score 85/100) in the research-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/qdrant-search-quality/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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.

Who uses this skill

The Qdrant Search Quality skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/qdrant-search-quality
curl -L https://claudskills.com/skills/qdrant-search-quality/SKILL.md \
  -o ~/.claude/skills/qdrant-search-quality/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/qdrant-search-quality/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/qdrant-search-quality/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\qdrant-search-quality\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

More General skills

Browse all General skills in the ClaudSkills registry, or explore these top-rated picks from the same category:

Browse all General skills → Top 100 skills

Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: GifPerfect · AspectPerfect · SlomoPerfect · Ucaption · UTagger · AutoXPoster · TestYourSkills