qdrant-search-strategies

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

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', or 'missing keyword matches

What this skill does

qdrant-search-strategies 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/search-strategies/ and loads when your prompt matches the skill's trigger.

Who uses this skill

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

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

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