nature-paper-xray
nature-paper-xray is a skill in Yuan1z0825/nature-skills, last changed 6 Oct 2026. It is instructions only: no scripts, no named hosts and no pre-approved tools.
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 checks how far the evidence actually reaches, including where the authors are confident and where the paper does not report something. Delivers a structured Markdown long-read by default. Not a summary, not a translation, not a peer review.
At a glance
What it can touch
- Instructions only
It is instructions only: no scripts, no named hosts and no pre-approved tools.
How much a skill can do, not whether it is risky.
Pattern check
Nothing flagged
That isn't proof the skill is harmless.
Commit 69817e4 · 3 Nov 2026
How the check worksPattern check: nothing flagged
That isn't proof the skill is harmless.
Install
Each tab says whether it installs commit 69817e4, the one we checked, or the latest version.
OpenCode also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Goose also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Windsurf (Devin Desktop) also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Zed also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Roo Code also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Factory Droid also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Junie also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Amp also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
No install command here reaches Kiro. Copy the skill's folder into .kiro/skills/ in your project, or ~/.kiro/skills/ for all your projects. Yuan1z0825/nature-skills/skills/nature-paper-xray (opens in a new tab)
Antigravity also looks in .agents/skills/, so the Any agent steps reach it with This project. For All projects, see where Antigravity looks.
Cline also looks in .claude/skills/, so the Claude Code steps reach it with This project. For All projects, see where Cline looks.
Claude Code
Pinned to commit 69817e4, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .claude/skills &&mkdir .claude/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .claude/skills/nature-paper-xray/ &&rm -rf "$tmp"If Claude Code was already running and this created the skills folder, run /reload-skills.
Claude apps
Pinned to commit 69817e4, the one we checked.
Skills in the Claude apps belong to your account rather than to a project.
Make nature-paper-xray.zip, with the skill folder at the top level:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&out="$(mktemp -d)" &&cp -R "$tmp"/skills/nature-paper-xray "$out"/nature-paper-xray &&(cd "$out" && zip -qr - nature-paper-xray) > nature-paper-xray.zip &&rm -rf "$tmp" "$out"In Claude, open Customize > Skills, select +, then + Create skill > Upload a skill, and choose nature-paper-xray.zip.
On Free, Pro and Max plans, turn on Code execution and file creation (Create and edit files in newer settings) under Settings > Capabilities.
Codex
Pinned to commit 69817e4, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .agents/skills &&mkdir .agents/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .agents/skills/nature-paper-xray/ &&rm -rf "$tmp"Codex picks up new skills on its own; restart it if this one does not appear.
Cursor
Pinned to commit 69817e4, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .cursor/skills &&mkdir .cursor/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .cursor/skills/nature-paper-xray/ &&rm -rf "$tmp"Copilot & VS Code
Pinned to commit 69817e4, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .github/skills &&mkdir .github/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .github/skills/nature-paper-xray/ &&rm -rf "$tmp"In a running Copilot CLI session, run /skills reload.
Or install it with gh skill, which also installs the commit we checked. Needs GitHub CLI 2.90 or later.
gh skill install Yuan1z0825/nature-skills skills/nature-paper-xray/SKILL.md@69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 --agent github-copilot --scope projectGemini CLI
Pinned to commit 69817e4, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .gemini/skills &&mkdir .gemini/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .gemini/skills/nature-paper-xray/ &&rm -rf "$tmp"In a running session, run /skills reload.
Or use Gemini CLI’s own installer. Installs the latest version, not the one we checked.
gemini skills install https://github.com/Yuan1z0825/nature-skills.git --path skills/nature-paper-xray --scope workspaceAny agent
Pinned to commit 69817e4, the one we checked.
OpenCode, Goose, Windsurf (Devin Desktop), Zed, Roo Code, Factory Droid, Junie, Amp and Antigravity read .agents/skills in a project.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/Yuan1z0825/nature-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&git -C "$tmp" sparse-checkout set -- skills/nature-paper-xray &&git -C "$tmp" checkout -q 69817e4dad8bfc52fa4e59a9d8355e4264a4d3a7 &&mkdir -p .agents/skills &&mkdir .agents/skills/nature-paper-xray &&cp -R "$tmp"/skills/nature-paper-xray/. .agents/skills/nature-paper-xray/ &&rm -rf "$tmp"Or use the skills CLI from skills.sh. Installs the latest version, not the one we checked. The skills CLI reports installs to skills.sh unless you set DISABLE_TELEMETRY=1.
npx skills@1.7.4 add Yuan1z0825/nature-skills --skill nature-paper-xrayWhat it can touch
From the files and frontmatter at commit 69817e4. This is how much a skill can do, not whether it is risky.
Instructions only
It is instructions only: no scripts, no named hosts and no pre-approved tools.
Pattern check
Pattern check: nothing flagged · commit 69817e4 · 3 Nov 2026
We checked every text file in this skill, at commit 69817e4 on 3 Nov 2026, against 45 published patterns such as download-and-run commands, hidden text and credential access. We don't run the skill, we don't read the web pages it points to, and we can't judge everything its instructions might lead an agent to do. In published tests, pattern checks like this one missed most malicious skills. Read the skill before you install it — especially anything it asks you to download or run.
Format check
Each agent reads SKILL.md a little differently. We check the file against each one's published rules; we don't run the skill in any agent.
Agent Skills specPasses
The open format from agentskills.io, held to the strictest version of each rule among the agents we check.
- Note
There is no license field, so readers can't tell whether they may reuse the skill. O2
Fix: Add license: with an SPDX name such as MIT or Apache-2.0, or the name of a bundled licence file.
- Note
Reference files that SKILL.md doesn't link: README_EN.md. Anthropic suggests linking every reference file directly from SKILL.md. B4
Fix: Link each one from SKILL.md and say when to read it.
- Note
Claude CodePasses
Claude Code reads its own extra fields, ignores unknown ones, and still loads a skill whose frontmatter is broken, without its fields.
- Note
Reference files that SKILL.md doesn't link: README_EN.md. Anthropic suggests linking every reference file directly from SKILL.md. B4
Fix: Link each one from SKILL.md and say when to read it.
- Note
Claude apps & API uploadPasses
Uploading to claude.ai or the Claude API, or packaging with Anthropic's script, accepts only the six spec fields and stops on anything else.
- Note
The description is 734 characters. The claude.ai Help Center says 200 at most, though Anthropic's API docs and validator allow 1,024. D4
Fix: If the claude.ai upload refuses it, trim the description to 200 characters.
- Note
Reference files that SKILL.md doesn't link: README_EN.md. Anthropic suggests linking every reference file directly from SKILL.md. B4
Fix: Link each one from SKILL.md and say when to read it.
- Note
- OpenAI (Codex & API)Passes
- VS Code & CopilotPasses
SKILL.md
Files
7 files
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