qdrant-search-quality-diagnosis

Quality score: 70/100 · Category: General · Sub-category: research-misc

type:debug

Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', or 'quality dropped after quantization'. Also use when search quality degrades without obvious changes.

What this skill does

qdrant-search-quality-diagnosis is a production-ready Claude Code skill (quality score 70/100) in the research-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/diagnosis/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', or 'quality dropped after quantization'. Also use when search quality degrades without obvious changes.

Who uses this skill

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

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

Skills live at ~/.claude/skills/diagnosis/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\diagnosis\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.

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

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