Paper Reading
Edwardxlai/easyread
论文共读：用 EasyRead（E:\CursorProject\easyread）这个本地工具读论文。用户给一篇 PDF 或 arXiv 编号时，导入文献库、翻译成中文（后台引擎或对话里的 agent 亲自译）；之后边读边讨论，agent 读用户在页面上的笔记和提问，把回答、解释、原文核对提示追加到对应段落旁。用于…
Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text.
Install Nature Reader
$ npx skills add aiskillstore/marketplace --skill nature-reader -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace nature-reader --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .claude/skills/nature-reader && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .claude/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-readerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill nature-reader -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace nature-reader --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .agents/skills/nature-reader && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .agents/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill nature-reader -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace nature-reader --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .cursor/skills/nature-reader && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .cursor/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/yuan1z0825/nature-reader--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill nature-reader -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace nature-reader --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .gemini/skills/nature-reader && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .gemini/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace nature-readerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill nature-reader -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .github/skills/nature-reader && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .github/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill nature-reader -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace nature-reader --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/yuan1z0825/nature-reader .opencode/skills/nature-reader && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "nature-reader" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-reader into .opencode/skills/nature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-reader", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
nature-reader- GitHub stars
- 430
- Used in
- 1 other repo
- Token cost
- ~1.1k tokens
- SKILL.md length
- 506 words
- Files
- 17 (incl. references)
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- None found
At a glance
Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text.
- Works in 5 steps: Load the manifest and the core layer → Detect the source format → Load the matching fragment(s) → …
- The user asks to translate
- SKILL.md covers Routing protocol and Why this split
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Nature Reader is an agent skill from aiskillstore/marketplace. Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text. Use whenever the user asks to translate or read a paper, make 中英文对照/原文对照/全文翻译解读, extract figures or tables into the right positions, preserve figure/table placement near relevant prose, or keep exact source anchors for every block. This skill must not degrade into a summary-only output unless the user explicitly asks for a…
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 22 other files, including reference files (for example `README.md`, `evals/evals.json` and `manifest.yaml`).
It sits in Research & Science, covering Translation, Academic paper search and Source-grounded notebooks. It works with arXiv. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- The user asks to translate
- Make 中英文对照/原文对照/全文翻译解读
- Extract figures
- Tables into the right positions
Example prompts
- “Nature”
- “/nature-reader”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Load the manifest and the core layer
- Detect the source format
- Load the matching fragment(s)
- Build the reader using the loaded material
- Reach for references only when needed
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Nature Reader loads about 1.1k tokens when it runs, and up to ~3.9k if it reads all its reference files. Until then it costs about 199 tokens; SKILL.md has 506 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 506 words (~1,144 tokens).
“This skill is split into two layers:”
- name
- nature-reader
- version
- 2.0.0
- author
- Community contribution, refactored into static/dynamic layers
Files
SKILL.md and 16 other files (references) in skills/yuan1z0825/nature-reader of aiskillstore/marketplace.
- SKILL.md
- README.md
- evals/evals.json
- manifest.yaml
- references/article-anatomy.md
- references/figure-extraction.md
- references/grounding-rules.md
- references/output-spec.md
- skill-report.json
- static/core/output-contract.md
- static/core/principles.md
- static/core/workflow.md
- static/fragments/source/doi-arxiv.md
- static/fragments/source/html.md
- static/fragments/source/pasted-text.md
- … and 2 more
Open the folder on GitHubat commit ad8daf7
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Nature Reader next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Nature Reader this skillaiskillstore/marketplace | 430 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Paper ReadingEdwardxlai/easyread | 848 | — | ~567 | Automated safety check: Pass | MIT | |
| Nature Readerjing1312/nature-figure-skill | 167 | — | ~2.8k | Automated safety check: Pass | MIT | |
| Paper LensYSQ-boop/paper-lens | 101 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Summaryalaliqing/claude-paper | 344 | 1 repos | ~2k | Automated safety check: Notes | MIT | |
| Ref Downloaderltczding-gif/ref-downloader | 139 | — | ~5.9k | Automated safety check: Pass | MIT |
Similar skills
Nature Reader
jing1312/nature-figure-skill
Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text.
Paper Lens
YSQ-boop/paper-lens
Read and critically analyze one academic paper from an arXiv URL/ID or a local PDF, producing a source-grounded Markdown report that can grow from a quick read into a reviewer-level deep review.
Summary
alaliqing/claude-paper
Use this for a quick summary of a research paper's core ideas and key points.
Ref Downloader
ltczding-gif/ref-downloader
A skill your agent uses when the user asks to batch-download academic PDFs with ref-downloader — either ALL references of one paper (Mode A: DOI or PDF input), OR a custom batch of papers (Mode B…
Paper Reading
sodalone/paper-reading-skill
系统阅读、解释和批判性分析单篇 arXiv AI / 机器人论文，并生成一份主线清楚、核心内容不缺失、审稿证据可追溯的自包含 Markdown 报告。适用于 arXiv 链接、ID 或其 PDF 的精读、方法/理论/系统讲解、完整 Claim 审查、实验/证明/协议/代码证据核对、相关文献定位和复现或验证判断；默认执行完整精读，仅在用户明确要求速读时缩减覆盖范围。当前流水线不支持无法解析出…
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Find Replace
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Related
Works with
Questions about Nature Reader
What does Nature Reader do?
Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text. Nature Reader is an agent skill from aiskillstore/marketplace. Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text.
When should I use Nature Reader?
Nature Reader fits situations like: the user asks to translate; make 中英文对照/原文对照/全文翻译解读; extract figures; tables into the right positions.
How do I install Nature Reader in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill nature-reader -a claude-code`. Or copy the skill folder (skills/yuan1z0825/nature-reader in aiskillstore/marketplace) into .claude/skills/nature-reader in your project. Claude Code loads it when a task matches its description.
How do I install Nature Reader in Codex?
Run `npx skills add aiskillstore/marketplace --skill nature-reader -a codex`. Or copy the skill folder (skills/yuan1z0825/nature-reader in aiskillstore/marketplace) into .agents/skills/nature-reader in your project. Codex loads it when a task matches its description.
Can I use Nature Reader in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill nature-reader -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nature-reader, .gemini/skills/nature-reader, .github/skills/nature-reader and .opencode/skills/nature-reader in your project.
What does Nature Reader need to run?
SKILL.md names no scripts, command-line tools or credentials: Nature Reader is instructions for the agent only.
Does Nature Reader access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Nature Reader safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Nature Reader use?
No licence was found for Nature Reader or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Nature Reader use?
About 1.1k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.8k tokens, read only when the agent opens those files.
What are the alternatives to Nature Reader?
Skills that share tags, products or a category with Nature Reader: Paper Reading (Edwardxlai/easyread, 848 stars), Nature Reader (jing1312/nature-figure-skill, 167 stars), Paper Lens (YSQ-boop/paper-lens, 101 stars) and Summary (alaliqing/claude-paper, 344 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Nature Reader?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.