Simulated peer review of the sewage-house-prices manuscript.

Custom licenceAuto-check passedResearch & Science

Install Review Paper

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill review-paper -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills review-paper --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/review-paper .claude/skills/review-paper && rm -rf skills-src

Use ~/.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/

Facts

Skill name
review-paper
GitHub stars
4.6k
Token cost
~1.3k tokens
SKILL.md length
432 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Simulated peer review of the sewage-house-prices manuscript.

  • Works in 5 steps: Context Gathering → Referee 1 Review → Referee 2 Review → …
  • Tasks that involve Peer review
  • SKILL.md covers Project-Specific Context, Workflow and Principles
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Review Paper is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Simulated peer review of the sewage-house-prices manuscript. Dispatches 2 independent referee reviews (parallel) and an editorial decision (sequential). Produces referee reports and accept/revise/reject recommendation. This skill should be used when asked to "review the paper", "get feedback", "simulate peer review", or "what would referees say".

Its SKILL.md is about 1.3k 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 Research & Science, covering Peer review 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 Peer review
  • Tasks that involve LaTeX

Example prompts

  • “review the paper”
  • “get feedback”
  • “simulate peer review”
  • “/review-paper”

Requirements

  • Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Agent

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Context Gathering
  2. Referee 1 Review
  3. Referee 2 Review
  4. Editorial Synthesis
  5. Present Results

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:

    • Read
    • Grep
    • Glob
    • Write
    • Agent

    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

Review Paper loads about 1.3k tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 432 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

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 432 words (~1,254 tokens).

“Simulate peer review of the "Sewage in Our Waters" manuscript by running two independent referee reviews and an editorial synthesis.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
review-paper
allowed-tools
Read, Grep, Glob, Write, Agent
argument-hint
[.tex file path, section number, or 'all']

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/41-sticerd-eee-sewage-econometrics-check/skills/review-paper of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Review Paper 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.

Review Paper compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Review Paper this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~1.3kAutomated safety check: PassCustom licence
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic Researchvoidful/academic-skills135—~887Automated safety check: PassMIT
Content Refinement Agentappleweiping/WEIPING_WIKI119—~3kAutomated safety check: PassMIT
Content Refinement AgentAr9av/PaperOrchestra679—~4.9kAutomated safety check: PassCustom licence
Paper Writingvoidful/academic-skills135—~1.9kAutomated safety check: PassMIT

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Questions about Review Paper

What does Review Paper do?

Simulated peer review of the sewage-house-prices manuscript. Review Paper is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Simulated peer review of the sewage-house-prices manuscript.

When should I use Review Paper?

Review Paper fits situations like: tasks that involve Peer review; tasks that involve LaTeX.

How do I install Review Paper in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill review-paper -a claude-code`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/review-paper in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/review-paper in your project. Claude Code loads it when a task matches its description.

How do I install Review Paper in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill review-paper -a codex`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/review-paper in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/review-paper in your project. Codex loads it when a task matches its description.

Can I use Review Paper 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 review-paper -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-paper, .gemini/skills/review-paper, .github/skills/review-paper and .opencode/skills/review-paper in your project.

What does Review Paper need to run?

SKILL.md names no scripts, command-line tools or credentials: Review Paper is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Agent.

Does Review Paper 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 Review Paper 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 Review Paper use?

Review Paper 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 Review Paper use?

About 1.3k tokens (SKILL.md is roughly 5k 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 Review Paper?

Skills that share tags, products or a category with Review Paper: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Academic Research (voidful/academic-skills, 135 stars), Content Refinement Agent (appleweiping/WEIPING_WIKI, 119 stars) and Content Refinement Agent (Ar9av/PaperOrchestra, 679 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Review Paper?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 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.