Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats.

Custom licenceAuto-check passedDocuments & Office

Install Paper Audit

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-audit --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/35-bahayonghang-academic-writing-skills/skills/paper-audit .claude/skills/paper-audit && 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
paper-audit
GitHub stars
4.6k
Token cost
~3.6k tokens
SKILL.md length
1,302 words
Files
77 (incl. scripts, references)
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats.

  • Works in 5 steps: Prepare workspace → Phase 0 automated audit → Committee + Review Lanes → …
  • The user wants reviewer-style paper critique
  • SKILL.md covers What This Skill Produces, Do Not Use, Critical Rules and Mode Selection, plus 8 more sections
  • Calls uv

What it does

Paper Audit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. Use whenever the user wants reviewer-style paper critique, pre-submission readiness checks, pass/fail gate decisions, structured revision roadmaps, or re-audits of revised manuscripts. Trigger even if the user only says "review my paper", "check if this is ready to submit", "audit this PDF", "simulate peer review", "find the biggest problems in this manuscript", or "re-check whether I fixed the review issues". Do…

Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 78 other files, including scripts and reference files (for example `agents/claims_evidence_reviewer_agent.md`, `agents/committee_editor_agent.md` and `agents/committee_literature_agent.md`).

It sits in Documents & Office, covering LaTeX, Skill authoring and Peer review. It works with 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

  • The user wants reviewer-style paper critique
  • Pre-submission readiness checks
  • Pass/fail gate decisions
  • Structured revision roadmaps

Example prompts

  • “review my paper”
  • “check if this is ready to submit”
  • “audit this PDF”
  • “/paper-audit”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, Bash(uv *), Task

Workflow steps

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

  1. Prepare workspace
  2. Phase 0 automated audit
  3. Committee + Review Lanes
  4. Consolidation
  5. Present result

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
    • Glob
    • Grep
    • Bash(uv *)
    • Task

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    Shell commands in SKILL.md call:

    • uv

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.

    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

Paper Audit loads about 3.6k tokens when it runs, and up to ~20k if it reads all its reference files. Until then it costs about 163 tokens; SKILL.md has 1,302 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~163
When it runs · the whole SKILL.md, loaded when a task matches
~3.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~20k

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); the scripts in this folder 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 1,302 words (~3,622 tokens).

“paper-audit is now deep-review-first. Its core job is to behave like a serious reviewer: find technical, methodological, claim-level, and cross-section issues; keep script-backed findings separate from reviewer judgment; and return a structured issue bundle plus a revision roadmap.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
paper-audit
allowed-tools
Read, Glob, Grep, Bash(uv *), Task
metadata.category
academic-writing
metadata.tags
audit, deep-review, paper, pdf, latex, typst, chinese, english, reviewer, gate, re-audit
metadata.version
4.2
metadata.last_updated
2026-04-02
argument-hint
[paper.tex|paper.typ|paper.pdf] [--mode quick-audit|deep-review|gate|re-audit|polish] [--focus full|editor|theory|literature|methodology|logic] [--venue…

Read the full SKILL.md on GitHub

Files

SKILL.md and 76 other files (scripts, references) in skills/35-bahayonghang-academic-writing-skills/skills/paper-audit of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • agents/claims_evidence_reviewer_agent.md
  • agents/committee_editor_agent.md
  • agents/committee_literature_agent.md
  • agents/committee_logic_agent.md
  • agents/committee_methodology_agent.md
  • agents/committee_theory_agent.md
  • agents/critical_reviewer_agent.md
  • agents/domain_reviewer_agent.md
  • agents/editor_in_chief_agent.md
  • agents/evaluation_fairness_reviewer_agent.md
  • agents/literature_reviewer_agent.md
  • agents/methodology_reviewer_agent.md
  • agents/notation_consistency_reviewer_agent.md
  • agents/prior_art_reviewer_agent.md
  • agents/section_reviewer_agent.md
  • agents/self_consistency_reviewer_agent.md
  • agents/synthesis_agent.md
  • evals/evals.json
  • … and 58 more

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Paper Audit 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.

Paper Audit compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Audit this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.6kAutomated safety check: PassCustom licence
Research Writing SkillzLanqing/codex-claude-academic-skills4.7k—~1.1kAutomated safety check: PassMIT
AI Review SkillNeuroDong/Ai-Review628—~2.5kAutomated safety check: PassMIT
01 Paper Reviewagentscope-ai/OpenJudge871—~2.4kAutomated safety check: PassApache-2.0
Paper CovertGRIND-Lab-Core/night_owl_research_agent106—~2.1kAutomated safety check: NotesNone
PaperjurySpark-To-Paper-Skills/paperjury1.2k—~5.3kAutomated safety check: PassMIT

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Works with

Questions about Paper Audit

What does Paper Audit do?

Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. Paper Audit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats.

When should I use Paper Audit?

Paper Audit fits situations like: the user wants reviewer-style paper critique; pre-submission readiness checks; pass/fail gate decisions; structured revision roadmaps.

How do I install Paper Audit in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-audit -a claude-code`. Or copy the skill folder (skills/35-bahayonghang-academic-writing-skills/skills/paper-audit in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/paper-audit in your project. Claude Code loads it when a task matches its description.

How do I install Paper Audit in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-audit -a codex`. Or copy the skill folder (skills/35-bahayonghang-academic-writing-skills/skills/paper-audit in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/paper-audit in your project. Codex loads it when a task matches its description.

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

What does Paper Audit need to run?

Going by SKILL.md and its folder, Paper Audit needs the command-line tools its instructions call (uv). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Glob, Grep, Bash(uv *), Task.

Does Paper Audit access the network?

SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Paper Audit 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Paper Audit use?

Paper Audit 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 Paper Audit use?

About 3.6k tokens (SKILL.md is roughly 14k 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 17k tokens, read only when the agent opens those files.

What are the alternatives to Paper Audit?

Skills that share tags, products or a category with Paper Audit: Research Writing Skill (zLanqing/codex-claude-academic-skills, 4.7k stars), AI Review Skill (NeuroDong/Ai-Review, 628 stars), 01 Paper Review (agentscope-ai/OpenJudge, 871 stars) and Paper Covert (GRIND-Lab-Core/night_owl_research_agent, 106 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Audit?

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.