Paperjury
Spark-To-Paper-Skills/paperjury
Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML).
Agent skill
Paper Referee Revise
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Revise an academic paper based on journal referee reports. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
Install Paper Referee Revise
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-referee-revise -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-referee-revise --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/67-econfin-workflow-toolkit/paper-referee-revise .claude/skills/paper-referee-revise && 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 "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .claude/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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/67-econfin-workflow-toolkit/paper-referee-reviseType 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 paper-referee-revise -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-referee-revise --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/67-econfin-workflow-toolkit/paper-referee-revise .agents/skills/paper-referee-revise && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .agents/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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 paper-referee-revise -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-referee-revise --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/67-econfin-workflow-toolkit/paper-referee-revise .cursor/skills/paper-referee-revise && 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 "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .cursor/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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/67-econfin-workflow-toolkit/paper-referee-revise--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 paper-referee-revise -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-referee-revise --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/67-econfin-workflow-toolkit/paper-referee-revise .gemini/skills/paper-referee-revise && 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 "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .gemini/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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 paper-referee-reviseInstalls 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 paper-referee-revise -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/67-econfin-workflow-toolkit/paper-referee-revise .github/skills/paper-referee-revise && 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 "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .github/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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 paper-referee-revise -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 paper-referee-revise --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/67-econfin-workflow-toolkit/paper-referee-revise .opencode/skills/paper-referee-revise && 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 "paper-referee-revise" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/paper-referee-revise into .opencode/skills/paper-referee-revise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-referee-revise", 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
paper-referee-revise- GitHub stars
- 4.6k
- Token cost
- ~6.7k tokens
- SKILL.md length
- 2,770 words
- Files
- 2
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Revise an academic paper based on journal referee reports. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
- Works in 5 steps: Initialization → Extract and Structure Referee Comments → Empirical Triage → …
- User says referee revise / paper-referee-revise / 审稿意见修改 / 根据审稿人意见修改 / referee report
- SKILL.md covers Overview, Workflow, Writing Rules and Language
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paper Referee Revise is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Revise an academic paper based on journal referee reports. Reads referee comments from review report or annotated manuscript, then directly modifies main.tex one comment at a time with user approval. Generates response letter after revision. Trigger when user says "referee revise" / "paper-referee-revise" / "审稿意见修改" / "根据审稿人意见修改" / "referee report".
Its SKILL.md is about 6.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file.
It sits in Documents & Office, covering LaTeX and Peer review. 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
- User says referee revise / paper-referee-revise / 审稿意见修改 / 根据审稿人意见修改 / referee report
- Tasks that involve LaTeX
- Tasks that involve Peer review
Example prompts
- “referee revise”
- “paper-referee-revise”
- “审稿意见修改”
- “/paper-referee-revise”
Requirements
- Pre-approved tools (allowed-tools): Read, Edit, Write, Glob, Grep, AskUserQuestion, Bash
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Initialization
- Extract and Structure Referee Comments
- Empirical Triage
- Iterative Revision (Core Loop)
- Response Letter
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:
ReadEditWriteGlobGrepAskUserQuestionBash
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 latex and bash).
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
Paper Referee Revise loads about 6.7k tokens when it runs. Until then it costs about 93 tokens; SKILL.md has 2,770 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Edit, Write, Glob, Grep, AskUserQuestion, Bash
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 2,770 words (~6,662 tokens).
“This skill revises an academic paper (main.tex) based on journal referee reports received during the peer review process. The user provides a project folder containing the manuscript, supporting files, and referee materials. The skill extracts referee comments, triages empirical work…”
- name
- paper-referee-revise
- allowed-tools
- Read, Edit, Write, Glob, Grep, AskUserQuestion, Bash
- argument-hint
- [path-to-project-folder]
Files
SKILL.md and 1 other file in skills/67-econfin-workflow-toolkit/paper-referee-revise of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- prompt.txt
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Paper Referee Revise 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 |
|---|---|---|---|---|---|---|
| Paper Referee Revise this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~6.7k | Automated safety check: Notes | Custom licence | |
| PaperjurySpark-To-Paper-Skills/paperjury | 1.2k | — | ~5.3k | Automated safety check: Pass | MIT | |
| Paper Revieweunomia-bpf/ActPlane | 104 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Paper Logiceunomia-bpf/ActPlane | 104 | — | ~5.7k | Automated safety check: Pass | MIT | |
| Review Papermaxwell2732/my-submission-formatting-agent | 111 | — | ~1.2k | Automated safety check: Pass | None | |
| Paper Sprint Reviewaipoch/medical-research-skills | 1.9k | — | ~2k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Paper Referee Revise
What does Paper Referee Revise do?
Revise an academic paper based on journal referee reports. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Paper Referee Revise is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Revise an academic paper based on journal referee reports.
When should I use Paper Referee Revise?
Paper Referee Revise fits situations like: user says referee revise / paper-referee-revise / 审稿意见修改 / 根据审稿人意见修改 / referee report; tasks that involve LaTeX; tasks that involve Peer review.
How do I install Paper Referee Revise in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-referee-revise -a claude-code`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/paper-referee-revise in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/paper-referee-revise in your project. Claude Code loads it when a task matches its description.
How do I install Paper Referee Revise in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-referee-revise -a codex`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/paper-referee-revise in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/paper-referee-revise in your project. Codex loads it when a task matches its description.
Can I use Paper Referee Revise 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-referee-revise -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-referee-revise, .gemini/skills/paper-referee-revise, .github/skills/paper-referee-revise and .opencode/skills/paper-referee-revise in your project.
What does Paper Referee Revise need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper Referee Revise is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Edit, Write, Glob, Grep, AskUserQuestion, Bash.
Does Paper Referee Revise 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 Paper Referee Revise safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Paper Referee Revise use?
Paper Referee Revise 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 Referee Revise use?
About 6.7k tokens (SKILL.md is roughly 27k 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 Paper Referee Revise?
Skills that share tags, products or a category with Paper Referee Revise: Paperjury (Spark-To-Paper-Skills/paperjury, 1.2k stars), Paper Review (eunomia-bpf/ActPlane, 104 stars), Paper Logic (eunomia-bpf/ActPlane, 104 stars) and Review Paper (maxwell2732/my-submission-formatting-agent, 111 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Referee Revise?
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.