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.
Proofread the sewage-house-prices manuscript. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
Install Proofread
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills proofread --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .claude/skills/proofread && 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 "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .claude/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofreadType 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills proofread --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .agents/skills/proofread && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .agents/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills proofread --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .cursor/skills/proofread && 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 "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .cursor/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread--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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills proofread --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .gemini/skills/proofread && 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 "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .gemini/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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 brycewang-stanford/Auto-Empirical-Research-Skills proofreadInstalls 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .github/skills/proofread && 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 "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .github/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills proofread --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread .opencode/skills/proofread && 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 "proofread" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread into .opencode/skills/proofread/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proofread", 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
proofread- GitHub stars
- 4.5k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 574 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Proofread the sewage-house-prices manuscript. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
- Works in 5 steps: Identify Files → Run 6-Category Review → Scoring → …
- Tasks that involve Copy editing and proofreading
- SKILL.md covers Project-Specific Context, Workflow and Principles
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Proofread is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Proofread the sewage-house-prices manuscript. Checks 6 categories — structure, claims-evidence alignment, identification fidelity, writing quality, grammar, and compilation. Produces a scored report without editing files. This skill should be used when asked to "proofread", "review the paper", "check the manuscript", or "quality check".
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Writing & Content, covering Copy editing and proofreading and LaTeX. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Tasks that involve Copy editing and proofreading
- Tasks that involve LaTeX
Example prompts
- “proofread”
- “review the paper”
- “check the manuscript”
- “/proofread”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Agent
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Identify Files
- Run 6-Category Review
- Scoring
- Format-Aware Severity
- Present Report
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobWriteAgent
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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
Proofread loads about 1.5k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 574 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 574 words (~1,493 tokens).
“Run the proofreading protocol on the "Sewage in Our Waters" manuscript. Produces a report — does NOT edit source files.”
- name
- proofread
- allowed-tools
- Read, Grep, Glob, Write, Agent
- argument-hint
- [filename, section number, or 'all']
Files
Just SKILL.md in skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Proofread 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 |
|---|---|---|---|---|---|---|
| Proofread this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Nature-Style Academic PolishingYuan1z0825/nature-skills | 47k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Proofreadpedrohcgs/claude-code-my-workflow | 1.7k | — | ~505 | Automated safety check: Pass | MIT | |
| Proofreadflonat/flonat-research | 146 | — | ~2.1k | Automated safety check: Pass | MIT | |
| Slide Excellencepedrohcgs/claude-code-my-workflow | 1.7k | — | ~3.3k | Automated safety check: Notes | MIT | |
| Brief Compliance Checkflonat/flonat-research | 146 | — | ~1.7k | Automated safety check: Pass | MIT |
Similar skills
Proofread
pedrohcgs/claude-code-my-workflow
Read-only proofreading pass over lecture .tex or .qmd files.
Proofread
flonat/flonat-research
Proofread a LaTeX academic paper across eleven language, notation, citation, and consistency categories.
Slide Excellence
pedrohcgs/claude-code-my-workflow
Multi-agent comprehensive slide review (visual + pedagogy + proofreading, plus TikZ / parity / substance conditionally).
Brief Compliance Check
flonat/flonat-research
Check a LaTeX coursework submission against the requirements in a supplied PDF assessment brief.
Beamer
Noi1r/beamer-skill
Beamer LaTeX slide workflow: create, compile, review, and polish academic presentations.
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Related
Categories
Questions about Proofread
What does Proofread do?
Proofread the sewage-house-prices manuscript. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Proofread is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Proofread the sewage-house-prices manuscript.
When should I use Proofread?
Proofread fits situations like: tasks that involve Copy editing and proofreading; tasks that involve LaTeX.
How do I install Proofread in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a claude-code`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/proofread in your project. Claude Code loads it when a task matches its description.
How do I install Proofread in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a codex`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/proofread in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/proofread in your project. Codex loads it when a task matches its description.
Can I use Proofread 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill proofread -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/proofread, .gemini/skills/proofread, .github/skills/proofread and .opencode/skills/proofread in your project.
What does Proofread need to run?
SKILL.md names no scripts, command-line tools or credentials: Proofread is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Agent.
Does Proofread 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 Proofread 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 Proofread use?
Proofread has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Proofread use?
About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Proofread?
Skills that share tags, products or a category with Proofread: Nature-Style Academic Polishing (Yuan1z0825/nature-skills, 47k stars), Proofread (pedrohcgs/claude-code-my-workflow, 1.7k stars), Proofread (flonat/flonat-research, 146 stars) and Slide Excellence (pedrohcgs/claude-code-my-workflow, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Proofread?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.