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qdrant-search-quality-diagnosis

100 / 100 · Low risk

Fine to try.

By qdrant/skills (GitHub) · coding · 270 stars · scanned at commit f92bbe0

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', 'should I fine-tune my embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden set', 'ground truth dataset', 'how to score recall@k', or 'is my improvement real / statistically significant'. Also use when search quality de…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'qdrant-search-quality-diagnosis' ] || [ -L ~/.agents/skills/'qdrant-search-quality-diagnosis' ]; then echo 'A skill folder named qdrant-search-quality-diagnosis already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/qdrant/skills' "$d" && git -C "$d" checkout --quiet 'f92bbe024e17a588c86ca98b9b3a7634ad81531c' -- 'skills/qdrant-search-quality/diagnosis' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality/diagnosis' ~/.agents/skills/'qdrant-search-quality-diagnosis' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'qdrant-search-quality-diagnosis' ~/.claude/skills/'qdrant-search-quality-diagnosis' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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