Research Paper Writing Coach
XiaomiMiMo/MiMo-Code
Drafts, rewrites and reviews academic papers in ML, CV and NLP style, section by section, and compiles LaTeX sources to PDF.
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from…
Install Nature Polishing
$ npx skills add aiskillstore/marketplace --skill nature-polishing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace nature-polishing --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-polishing .claude/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .claude/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishingType 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-polishing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace nature-polishing --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-polishing .agents/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .agents/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace nature-polishing --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-polishing .cursor/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .cursor/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishing--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-polishing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace nature-polishing --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-polishing .gemini/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .gemini/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishingInstalls 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-polishing -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-polishing .github/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .github/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishing -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-polishing --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-polishing .opencode/skills/nature-polishing && 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-polishing" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/yuan1z0825/nature-polishing into .opencode/skills/nature-polishing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nature-polishing", 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-polishing- GitHub stars
- 433
- Used in
- 1 other repo
- Token cost
- ~1.3k tokens
- SKILL.md length
- 566 words
- Files
- 34 (incl. references)
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from…
- Works in 5 steps: Load the manifest and the core layer → Detect the axis values for this request → Load the matching fragments → …
- The user asks to polish a manuscript paragraph
- 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 Polishing is an agent skill from aiskillstore/marketplace. Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from Academic Phrasebank. Use whenever the user asks to polish a manuscript paragraph, abstract, introduction, results, discussion, conclusion, title, methods section, or Chinese academic draft for publication-quality English. Also covers LaTeX layout/typesetting (排版) fixes — loose or sparse pages, stranded section headings…
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 38 other files, including reference files (for example `README.md`, `manifest.yaml` and `references/latex-layout.md`).
It sits in Research & Science, covering Scientific writing, LaTeX and Data visualization. It works with LaTeX. 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 polish a manuscript paragraph
- Methods section
- Chinese academic draft for publication-quality English
- General academic/scientific writing requests even without the word Nature
Example prompts
- “t fill the page or split across pages,”
- “Nature”
- “/nature-polishing”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Load the manifest and the core layer
- Detect the axis values for this request
- Load the matching fragments
- Polish 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 44923f3. 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 Polishing loads about 1.3k tokens when it runs, and up to ~9.9k if it reads all its reference files. Until then it costs about 258 tokens; SKILL.md has 566 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 566 words (~1,281 tokens).
“This skill is split into two layers:”
- name
- nature-polishing
- version
- 6.1.0
- author
- Yuan1z skill, refactored into static/dynamic layers
Files
SKILL.md and 33 other files (references) in skills/yuan1z0825/nature-polishing of aiskillstore/marketplace.
- SKILL.md
- README.md
- manifest.yaml
- references/latex-layout.md
- references/nat-comms-2025-diction.md
- references/phrasebank-playbook.md
- references/published-article-patterns.md
- references/section-moves.md
- references/style-guardrails.md
- references/writing-strategy.md
- skill-report.json
- static/core/failure-modes.md
- static/core/output-format.md
- static/core/stance.md
- static/fragments/journal/generic.md
- static/fragments/journal/nat-comms.md
- … and 18 more
Open the folder on GitHubat commit 44923f3
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 Polishing 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 Polishing this skillaiskillstore/marketplace | 433 | 1 repos | ~1.3k | Automated safety check: Pass | None | |
| Research Paper Writing CoachXiaomiMiMo/MiMo-Code | 14k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Paper OrchestraAr9av/PaperOrchestra | 679 | 1 repos | ~3.5k | Automated safety check: Pass | Custom licence | |
| Nature-Style Academic PolishingYuan1z0825/nature-skills | 47k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| CUMCM Math Modeling AgentRealSeaberry/AutoMCM-Pro | 257 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence |
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Nature-Style Academic Polishing
Yuan1z0825/nature-skills
Polishes, translates or tightens existing academic prose and fixes manuscript LaTeX layout while keeping facts, terminology and evidence boundaries intact.
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Related
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Questions about Nature Polishing
What does Nature Polishing do?
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from…. Nature Polishing is an agent skill from aiskillstore/marketplace. Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from Academic Phrasebank.
When should I use Nature Polishing?
Nature Polishing fits situations like: the user asks to polish a manuscript paragraph; methods section; chinese academic draft for publication-quality English; general academic/scientific writing requests even without the word Nature.
How do I install Nature Polishing in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill nature-polishing -a claude-code`. Or copy the skill folder (skills/yuan1z0825/nature-polishing in aiskillstore/marketplace) into .claude/skills/nature-polishing in your project. Claude Code loads it when a task matches its description.
How do I install Nature Polishing in Codex?
Run `npx skills add aiskillstore/marketplace --skill nature-polishing -a codex`. Or copy the skill folder (skills/yuan1z0825/nature-polishing in aiskillstore/marketplace) into .agents/skills/nature-polishing in your project. Codex loads it when a task matches its description.
Can I use Nature Polishing 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-polishing -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-polishing, .gemini/skills/nature-polishing, .github/skills/nature-polishing and .opencode/skills/nature-polishing in your project.
What does Nature Polishing need to run?
SKILL.md names no scripts, command-line tools or credentials: Nature Polishing is instructions for the agent only.
Does Nature Polishing 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 Polishing 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 Polishing use?
No licence was found for Nature Polishing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Nature Polishing use?
About 1.3k tokens (SKILL.md is roughly 5.1k 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 8.7k tokens, read only when the agent opens those files.
What are the alternatives to Nature Polishing?
Skills that share tags, products or a category with Nature Polishing: Research Paper Writing Coach (XiaomiMiMo/MiMo-Code, 14k stars), Paper Orchestra (Ar9av/PaperOrchestra, 679 stars), Nature-Style Academic Polishing (Yuan1z0825/nature-skills, 47k stars) and CUMCM Math Modeling Agent (RealSeaberry/AutoMCM-Pro, 257 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Nature Polishing?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 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.