← All skills

qdrant-search-quality

100 / 100 · Low risk

Fine to try.

By qdrant/skills (GitHub) · data · 269 stars · scanned at commit 2a80658

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?', 'how to combine keyword and vector search / fusion / RRF / prefetch?', 'should I use reranking?', 'relevance feedback?', 'how to measure retrieval quality?', 'build a golden set', 'ground truth dataset',…

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' ] || [ -L ~/.agents/skills/'qdrant-search-quality' ]; then echo 'A skill folder named qdrant-search-quality 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 "$d" checkout --quiet '2a806584200c4252eae27e546e3bb77578091af0' -- 'skills/qdrant-search-quality' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality' ~/.agents/skills/'qdrant-search-quality' && 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' ~/.claude/skills/'qdrant-search-quality' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for qdrant/skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/qdrant/skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/qdrant/skills/)

Score history