qdrant-search-speed-optimization

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

type:debug

Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.

What this skill does

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

When to invoke it: Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.

Who uses this skill

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

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

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