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information-retrieval-scientist

100 / 100 · Low risk

Fine to try.

By stanfish06/skillquarium (GitHub) · other · 12 stars · scanned at commit ced6c96

Expert-thinking profile for Information Retrieval Scientist (ranking / evaluation (TREC, trec_eval) / BM25 + neural retrieval / search-log privacy): Reasons from the Probability Ranking Principle, ranked-list utility, and candidate-generation-versus- re-ranking separation through BM25 baselines, dense and cross-encoder retrieval, and TREC-style qrels evaluated with trec_eval and nDCG, while treating position-biased clicks, unjudged-as-nonrelevant pools, analyzer...

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/'information-retrieval-scientist' ] || [ -L ~/.agents/skills/'information-retrieval-scientist' ]; then echo 'A skill folder named information-retrieval-scientist already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/stanfish06/skillquarium' "$d" && git -C "$d" checkout --quiet 'ced6c96bd67acccbf0280a5071e59a523c118c66' -- 'skills/information-retrieval-scientist' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/information-retrieval-scientist' ~/.agents/skills/'information-retrieval-scientist' && 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/'information-retrieval-scientist' ~/.claude/skills/'information-retrieval-scientist' (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

DateVersionScore
2026-11-13ced6c96100
2026-11-08f748ea9100