Academic Paper Writing Pipeline
Imbad0202/academic-research-skills
Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.
A skill your agent uses when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or…
Install Paper Review Pipeline
$ npx skills add cnfjlhj/ai-collab-playbook --skill paper-review-pipeline -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paper-review-pipeline --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/paper-review-pipeline .claude/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .claude/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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/paper-review-pipelineType 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 paper-review-pipeline -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paper-review-pipeline --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/paper-review-pipeline .agents/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .agents/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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 paper-review-pipeline -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paper-review-pipeline --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/paper-review-pipeline .cursor/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .cursor/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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/paper-review-pipeline--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 paper-review-pipeline -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook paper-review-pipeline --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/paper-review-pipeline .gemini/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .gemini/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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 paper-review-pipelineInstalls 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 paper-review-pipeline -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/paper-review-pipeline .github/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .github/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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 paper-review-pipeline -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 paper-review-pipeline --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/paper-review-pipeline .opencode/skills/paper-review-pipeline && 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-pipeline" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/paper-review-pipeline into .opencode/skills/paper-review-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review-pipeline", 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-pipeline- GitHub stars
- 454
- Token cost
- ~2.2k tokens
- SKILL.md length
- 1,013 words
- Files
- 15 (incl. references)
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or…
- Works in 2 steps: Section-by-section review (Abstract →… → Prioritized issue list with P0/P1/P2…
- A mostly complete ML conference paper needs self-review
- SKILL.md covers Parity Guarantee (No-Omission), Execution Modes, Optional External Second… and When to Use, plus 9 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paper Review Pipeline is an agent skill from cnfjlhj/ai-collab-playbook. Use when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or rebuttal/review-response drafting. Skip this for initial drafting and use paperreview only when the user explicitly wants external submission.
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including reference files (for example `references/citation-integrity.md`, `references/full-parallel-protocol.md` and `references/modules/academic-paper-helper.md`).
It sits in Research & Science, covering Peer review and Citation management. 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
- A mostly complete ML conference paper needs self-review
- Pre-submission QA
- Camera-ready checking
- Section-by-section critique
Example prompts
- “/paper-review-pipeline”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Section-by-section review (Abstract → Intro → Method → Experiments → …) with concrete edits.
- Prioritized issue list with P0/P1/P2 severity, grouped by category, including recommended fixes and verification notes.
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
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
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 Review Pipeline loads about 2.2k tokens when it runs, and up to ~12k if it reads all its reference files. Until then it costs about 83 tokens; SKILL.md has 1,013 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,013 words (~2,230 tokens).
“Run a two-view paper review for ML conference submissions:”
- name
- paper-review-pipeline
Files
SKILL.md and 14 other files (references) in skills/full/paper-review-pipeline of cnfjlhj/ai-collab-playbook.
- SKILL.md
- references/citation-integrity.md
- references/full-parallel-protocol.md
- references/modules/academic-paper-helper.md
- references/modules/citation-validator.md
- references/modules/claude-scholar-ml-paper-writing.md
- references/modules/latex-rhythm-refiner.md
- references/modules/paper-self-review.md
- references/modules/review-response.md
- references/modules/writing-anti-ai.md
- references/p0-p2-taxonomy.md
- references/parity-matrix.md
- references/rebuttal-workflow.md
- references/report-template.md
- references/section-review-checklist.md
Open the folder on GitHubat commit b3ee0d6
Compare with similar skills
Paper Review Pipeline 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 Pipeline this skillcnfjlhj/ai-collab-playbook | 454 | — | ~2.2k | Automated safety check: Pass | None | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Academic Research Suite for CodexImbad0202/academic-research-skills-codex | 12k | — | ~12k | Automated safety check: Pass | Custom licence | |
| Social Science Paper Writingfakerqwq/social-science-paper-writing-skill | 382 | — | ~7k | Automated safety check: Pass | None | |
| Review Papermaxwell2732/paper-replicate-agent-demo | 137 | 2 repos | ~1.1k | Automated safety check: Pass | None |
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Peer Review
K-Dense-AI/claude-scientific-writer
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Imbad0202/academic-research-skills-codex
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00 Academic Router
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A skill your agent uses when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or…
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Related
Categories
Questions about Paper Review Pipeline
What does Paper Review Pipeline do?
A skill your agent uses when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or…. Paper Review Pipeline is an agent skill from cnfjlhj/ai-collab-playbook. Use when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or rebuttal/review-response drafting.
When should I use Paper Review Pipeline?
Paper Review Pipeline fits situations like: A mostly complete ML conference paper needs self-review; pre-submission QA; camera-ready checking; section-by-section critique.
How do I install Paper Review Pipeline in Claude Code?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill paper-review-pipeline -a claude-code`. Or copy the skill folder (skills/full/paper-review-pipeline in cnfjlhj/ai-collab-playbook) into .claude/skills/paper-review-pipeline in your project. Claude Code loads it when a task matches its description.
How do I install Paper Review Pipeline in Codex?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill paper-review-pipeline -a codex`. Or copy the skill folder (skills/full/paper-review-pipeline in cnfjlhj/ai-collab-playbook) into .agents/skills/paper-review-pipeline in your project. Codex loads it when a task matches its description.
Can I use Paper Review Pipeline 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 paper-review-pipeline -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-pipeline, .gemini/skills/paper-review-pipeline, .github/skills/paper-review-pipeline and .opencode/skills/paper-review-pipeline in your project.
What does Paper Review Pipeline need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper Review Pipeline is instructions for the agent only.
Does Paper Review Pipeline 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 Review Pipeline 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 Pipeline use?
No licence was found for Paper Review Pipeline or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Paper Review Pipeline use?
About 2.2k tokens (SKILL.md is roughly 8.9k 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 9.4k tokens, read only when the agent opens those files.
What are the alternatives to Paper Review Pipeline?
Skills that share tags, products or a category with Paper Review Pipeline: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Academic Research Suite for Codex (Imbad0202/academic-research-skills-codex, 12k stars) and Social Science Paper Writing (fakerqwq/social-science-paper-writing-skill, 382 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Review Pipeline?
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.