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qdrant-search-strategies

100 / 100 · Low risk

Fine to try.

By github/awesome-copilot (GitHub) · coding · 41,001 stars · scanned at commit 227949a

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', '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', 'ColBERT reranking', or 'missing keyword matches'

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-strategies' ] || [ -L ~/.agents/skills/'qdrant-search-strategies' ]; then echo 'A skill folder named qdrant-search-strategies already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/github/awesome-copilot' "$d" && git -C "$d" checkout --quiet '227949a7542a55d2155c00e7cdb998d9a0fee4f3' -- 'skills/qdrant-search-quality/search-strategies' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality/search-strategies' ~/.agents/skills/'qdrant-search-strategies' && 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-strategies' ~/.claude/skills/'qdrant-search-strategies' (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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Score history

Also found in

Identical copies of this skill exist at:

• boshi-xixixi/TraeSkill/.trae/Skills/.agents/skills/qdrant-search-quality/search-strategies