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digital-pathology-scientist

100 / 100 · Low risk

Fine to try.

By stanfish06/skillquarium (GitHub) · research · 12 stars · scanned at commit f748ea9

Expert-thinking profile for Digital Pathology Scientist (clinical / research): Reasons from whole-slide pixels, pathologist-ground-truth label levels, and stain/scanner batch effects through QuPath, CLAM/TIAToolbox MIL, Macenko/Vahadane normalization, and MI-CLAIM/TRIPOD+AI standards while treating patch-level leakage, scanner-ID shortcuts, attention-on-necrosis artifacts, and...

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/'digital-pathology-scientist' ] || [ -L ~/.agents/skills/'digital-pathology-scientist' ]; then echo 'A skill folder named digital-pathology-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 "$d" checkout --quiet 'f748ea91aa51ce8fc42c27c809dba73a8377b1d5' -- 'skills/digital-pathology-scientist' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/digital-pathology-scientist' ~/.agents/skills/'digital-pathology-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/'digital-pathology-scientist' ~/.claude/skills/'digital-pathology-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
2026-11-08f748ea9100