Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
Agent skill
Paper Review Lite
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Pre-submission audit: argument, numerics, refs, writing, figures, replication.
Install Paper Review Lite
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-review-lite -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-review-lite --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/54-scdenney-open-science-skills/skills/paper-review-lite .claude/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .claude/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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/54-scdenney-open-science-skills/skills/paper-review-liteType 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-review-lite -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-review-lite --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/54-scdenney-open-science-skills/skills/paper-review-lite .agents/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .agents/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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-review-lite -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-review-lite --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/54-scdenney-open-science-skills/skills/paper-review-lite .cursor/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .cursor/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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/54-scdenney-open-science-skills/skills/paper-review-lite--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-review-lite -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills paper-review-lite --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/54-scdenney-open-science-skills/skills/paper-review-lite .gemini/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .gemini/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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-review-liteInstalls 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-review-lite -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/54-scdenney-open-science-skills/skills/paper-review-lite .github/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .github/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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-review-lite -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-review-lite --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/54-scdenney-open-science-skills/skills/paper-review-lite .opencode/skills/paper-review-lite && 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-review-lite" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/paper-review-lite into .opencode/skills/paper-review-lite/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-lite", 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-review-lite- GitHub stars
- 4.6k
- Token cost
- ~6.7k tokens
- SKILL.md length
- 3,110 words
- Files
- 2
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Pre-submission audit: argument, numerics, refs, writing, figures, replication.
- Works in 4 steps: Orientation (do this yourself before… → Parallel Deep Review (launch all 9… → Cross-Check (launch after Phase 2… → …
- Tasks that involve Peer review
- SKILL.md covers Heritage and scope, Instructions, Quality Checks and When to reach for presubmit…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paper Review Lite is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Pre-submission audit: argument, numerics, refs, writing, figures, replication.
Its SKILL.md is about 6.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `reference/example-report.md`).
It sits in Research & Science, covering 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
- Tasks that involve Peer review
Example prompts
- “/paper-review-lite”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Orientation (do this yourself before launching agents)
- Parallel Deep Review (launch all 9 agents simultaneously)
- Cross-Check (launch after Phase 2 completes)
- Synthesis
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 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
Links to these hosts (documentation or services it may open):
github.com
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 Review Lite loads about 6.7k tokens when it runs. Until then it costs about 24 tokens; SKILL.md has 3,110 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 3,110 words (~6,728 tokens).
“This is the in-session, Claude-Code-native counterpart to presubmit — our port of the reviewer2 adversarial peer-review pipeline to Anthropic Claude. The design inherits two things from that lineage:”
- name
- paper-review-lite
- argument-hint
- [path to paper or describe manuscript to review]
- context
- fork
Files
SKILL.md and 1 other file in skills/54-scdenney-open-science-skills/skills/paper-review-lite of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- reference/example-report.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Paper Review Lite 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 Review Lite this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~6.7k | Automated safety check: Pass | Custom licence | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Scholar Evaluationspacering-net/codeg | 3.9k | 11 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Academic Paper ReviewerImbad0202/academic-research-skills | 51k | — | ~11k | Automated safety check: Pass | Custom licence | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT |
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Academic Paper Reviewer
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Simulates a journal peer review of a manuscript with a five-seat reviewer panel, an editorial synthesizer and several review modes.
Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
Academic Research Pipeline
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Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.
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Related
Categories
Questions about Paper Review Lite
What does Paper Review Lite do?
Pre-submission audit: argument, numerics, refs, writing, figures, replication. Paper Review Lite is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Pre-submission audit: argument, numerics, refs, writing, figures, replication.
When should I use Paper Review Lite?
Paper Review Lite fits situations like: tasks that involve Peer review.
How do I install Paper Review Lite in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-review-lite -a claude-code`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/paper-review-lite in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/paper-review-lite in your project. Claude Code loads it when a task matches its description.
How do I install Paper Review Lite in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill paper-review-lite -a codex`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/paper-review-lite in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/paper-review-lite in your project. Codex loads it when a task matches its description.
Can I use Paper Review Lite 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-review-lite -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-review-lite, .gemini/skills/paper-review-lite, .github/skills/paper-review-lite and .opencode/skills/paper-review-lite in your project.
What does Paper Review Lite need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper Review Lite is instructions for the agent only.
Does Paper Review Lite access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Paper Review Lite 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 Paper Review Lite use?
Paper Review Lite 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 Review Lite 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 Review Lite?
Skills that share tags, products or a category with Paper Review Lite: Peer Review (spacering-net/codeg, 3.9k stars), Scholar Evaluation (spacering-net/codeg, 3.9k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Paper Reviewer (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Review Lite?
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.