AI Review Skill
NeuroDong/Ai-Review
Generates structured AI paper reviews (SoT style) for LaTeX, PDF, and Word manuscripts.
A skill your agent uses when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion.
Install Paperreview
$ npx skills add cnfjlhj/ai-collab-playbook --skill paperreview -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paperreview --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/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/full/paperreview .claude/skills/paperreview && 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 "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .claude/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreviewType 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 cnfjlhj/ai-collab-playbook --skill paperreview -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paperreview --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/full/paperreview .agents/skills/paperreview && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .agents/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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 cnfjlhj/ai-collab-playbook --skill paperreview -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paperreview --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/full/paperreview .cursor/skills/paperreview && 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 "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .cursor/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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/cnfjlhj/ai-collab-playbook.git --path skills/full/paperreview--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 cnfjlhj/ai-collab-playbook --skill paperreview -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paperreview --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/full/paperreview .gemini/skills/paperreview && 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 "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .gemini/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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 cnfjlhj/ai-collab-playbook paperreviewInstalls 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 cnfjlhj/ai-collab-playbook --skill paperreview -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/full/paperreview .github/skills/paperreview && 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 "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .github/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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 cnfjlhj/ai-collab-playbook --skill paperreview -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paperreview --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/full/paperreview .opencode/skills/paperreview && 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 "paperreview" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paperreview into .opencode/skills/paperreview/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperreview", 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
paperreview- GitHub stars
- 454
- Token cost
- ~668 tokens
- SKILL.md length
- 276 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion.
- Works in 3 steps: Dry-run (no network, no submission) → Real submit (network + S3 upload + token… → Poll for results (every 10 minutes) and…
- The user explicitly wants to upload a final
- SKILL.md covers Purpose, Safety model, Email policy and How to use
- Runs Python scripts from its folder; calls python
What it does
Paperreview is an agent skill from cnfjlhj/ai-collab-playbook. Use when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion. Skip this for local paper critique, which should go through paper-review-pipeline first.
Its SKILL.md is about 670 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `scripts/submit_http.py` and `scripts/watch_review.py`).
It sits in Documents & Office, covering PDF and Peer review. The repository describes itself as: Practical AI collaboration playbook for research, writing, reading, and coding: article, prompts, agent rules, and reusable skills.
When your agent uses it
- The user explicitly wants to upload a final
- Near-final PDF to paperreview.ai for an external second opinion
Example prompts
- “/paperreview”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Dry-run (no network, no submission)
- Real submit (network + S3 upload + token returned)
- Poll for results (every 10 minutes) and save next to the PDF
What it can do on your machine
Read from SKILL.md and the folder at commit b3ee0d6. 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
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Paperreview loads about 668 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 276 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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 276 words (~668 tokens).
“Submit a paper PDF to paperreview.ai using the same HTTP flow as the website:”
- name
- paperreview
- metadata.version
- 0.1.0
Files
SKILL.md and 2 other files (scripts) in skills/full/paperreview of cnfjlhj/ai-collab-playbook.
- SKILL.md
- scripts/submit_http.py
- scripts/watch_review.py
Open the folder on GitHubat commit b3ee0d6
Compare with similar skills
Paperreview 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 |
|---|---|---|---|---|---|---|
| Paperreview this skillcnfjlhj/ai-collab-playbook | 454 | — | ~668 | Automated safety check: Pass | None | |
| AI Review SkillNeuroDong/Ai-Review | 628 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Paper ReviewRapidAI/MaClaw | 148 | — | ~1k | Automated safety check: Pass | MIT | |
| Literature Readerwpsnote/wpsnote-skills | 179 | — | ~793 | Automated safety check: Pass | None | |
| Paper Auditbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| Scholar Evaluationaipoch/medical-research-skills | 1.9k | — | ~932 | Automated safety check: Pass | MIT |
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Paper Review
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论文深度解读 Skill — 下载论文PDF → LLM深度解读（问题/创新点/方法原理/实验分析）→ PDF图片提取 → 生成组会PPT → 生成解读音频MP3。端到端学术论文解读工具。
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Related
Categories
Questions about Paperreview
What does Paperreview do?
A skill your agent uses when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion. Paperreview is an agent skill from cnfjlhj/ai-collab-playbook.ai for an external second opinion.
When should I use Paperreview?
Paperreview fits situations like: the user explicitly wants to upload a final; near-final PDF to paperreview.ai for an external second opinion.
How do I install Paperreview in Claude Code?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill paperreview -a claude-code`. Or copy the skill folder (skills/full/paperreview in cnfjlhj/ai-collab-playbook) into .claude/skills/paperreview in your project. Claude Code loads it when a task matches its description.
How do I install Paperreview in Codex?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill paperreview -a codex`. Or copy the skill folder (skills/full/paperreview in cnfjlhj/ai-collab-playbook) into .agents/skills/paperreview in your project. Codex loads it when a task matches its description.
Can I use Paperreview 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 cnfjlhj/ai-collab-playbook --skill paperreview -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paperreview, .gemini/skills/paperreview, .github/skills/paperreview and .opencode/skills/paperreview in your project.
What does Paperreview need to run?
Going by SKILL.md and its folder, Paperreview needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Paperreview 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 Paperreview 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 Paperreview use?
No licence was found for Paperreview or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Paperreview use?
About 668 tokens (SKILL.md is roughly 2.7k 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 Paperreview?
Skills that share tags, products or a category with Paperreview: AI Review Skill (NeuroDong/Ai-Review, 628 stars), Paper Review (RapidAI/MaClaw, 148 stars), Literature Reader (wpsnote/wpsnote-skills, 179 stars) and Paper Audit (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paperreview?
cnfjlhj (a GitHub user) maintains it in cnfjlhj/ai-collab-playbook, which has 454 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on September 14, 2026.
Source: cnfjlhj/ai-collab-playbook on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.