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nature-paper-xray

100 / 100 · Low risk

Fine to try.

By Yuan1z0825/nature-skills (GitHub) · research · 53,173 stars · scanned at commit a1a8220

Read one supplied paper closely enough to reconstruct how its authors actually got there, rather than restating what the abstract claims. Use for 精读论文, 讲透这篇论文, 把这篇读懂, 作者为什么这么设计, 这个公式怎么推出来的, paper x-ray, and deep single-paper comprehension before building on, reviewing, presenting, or citing that paper. Recovers the real starting point and the bet the authors placed, separates load-bearing design from decoration, grounds each key formula in a worked micro-example with concrete numbers, and check…

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/'nature-paper-xray' ] || [ -L ~/.agents/skills/'nature-paper-xray' ]; then echo 'A skill folder named nature-paper-xray already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Yuan1z0825/nature-skills' "$d" && git -C "$d" checkout --quiet 'a1a8220366e82ecd8584ea3d7f46cb3969f4b018' -- 'skills/nature-paper-xray' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/nature-paper-xray' ~/.agents/skills/'nature-paper-xray' && 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/'nature-paper-xray' ~/.claude/skills/'nature-paper-xray' (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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