Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
A skill your agent uses when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material…
Install Aistats Submission
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-submission -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-submission --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/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .claude/skills/aistats-submission && 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 "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .claude/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submissionType 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/Awesome-Journal-Skills --skill aistats-submission -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-submission --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .agents/skills/aistats-submission && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .agents/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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/Awesome-Journal-Skills --skill aistats-submission -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-submission --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .cursor/skills/aistats-submission && 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 "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .cursor/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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/Awesome-Journal-Skills.git --path AISTATS-Skills/skills/aistats-submission--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/Awesome-Journal-Skills --skill aistats-submission -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-submission --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .gemini/skills/aistats-submission && 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 "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .gemini/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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/Awesome-Journal-Skills aistats-submissionInstalls 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/Awesome-Journal-Skills --skill aistats-submission -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .github/skills/aistats-submission && 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 "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .github/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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/Awesome-Journal-Skills --skill aistats-submission -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/Awesome-Journal-Skills aistats-submission --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-submission .opencode/skills/aistats-submission && 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 "aistats-submission" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-submission into .opencode/skills/aistats-submission/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-submission", 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
aistats-submission- GitHub stars
- 1.2k
- Token cost
- ~900 tokens
- SKILL.md length
- 392 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material…
- Works in 5 steps: Freeze theorem statements and renumber… → Regenerate every figure from seeded… → Fill the checklist against what the… → …
- Auditing an AISTATS submission for OpenReview readiness
- SKILL.md covers Submission audit, Blocking risks, Desk-reject and triage table and Final-week sequence for a…, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Aistats Submission is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material, reproducibility checklist, dual-submission policy, reviewer volunteer requirements, desk-reject triggers, and final-week submission sequencing.
Its SKILL.md is about 900 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Reproducible research. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Auditing an AISTATS submission for OpenReview readiness
- Abstract/full-paper deadlines
- The 8-page submission body
- Double-blind anonymity
Example prompts
- “/aistats-submission”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Freeze theorem statements and renumber assumptions; reviewers cross-reference labels.
- Regenerate every figure from seeded scripts so supplement and PDF cannot diverge.
- Fill the checklist against what the paper actually contains, not what is planned.
- Strip PDF metadata, notebook authorship fields, and repository owner strings.
- Confirm the OpenReview abstract matches the PDF abstract word for word.
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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
Aistats Submission loads about 900 tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 392 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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 392 words, ~900 tokens.
Download SKILL.mdSave it as
.claude/skills/aistats-submission/SKILL.md (or your agent's skills folder).- name
- aistats-submission
- description
- Use when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material, reproducibility checklist, dual-submission policy, reviewer volunteer requirements, desk-reject triggers, and final-week submission sequencing.
AISTATS Submission
Use this for an AISTATS paper submission audit. Reopen the current Call for Papers, OpenReview group, style files, FAQ, and proceedings instructions before giving deadline-ready advice.
Submission audit
- Confirm the target is the main AISTATS conference, not a workshop or tutorial.
- Verify OpenReview profiles, conflicts, subject areas, title, abstract, author list, and reviewer-volunteer obligations before the abstract and full-paper deadlines.
- Apply the current style file without spacing, margin, font, or bibliography hacks. AISTATS 2026 used 8 pages of main text for submission, excluding references and appendices.
- Submit supplementary material by the current supplement deadline. In 2026 this was a separate deadline after the main paper deadline, and supplementary uploads were optional but had to remain anonymous.
- Include or complete the reproducibility checklist if the current cycle requires it.
- Enforce double-blind anonymity in paper text, appendix, supplement, code/data, file names, metadata, repository links, acknowledgements, grants, and self-citations.
- Check concurrent-submission rules and prior-publication status. Do not put the same work under review at another archival venue when AISTATS forbids it.
Blocking risks
- Late abstract or full-paper upload.
- Overlength main text or modified style.
- Non-anonymized supplement, metadata, repository, or appendix.
- Missing reproducibility checklist or required OpenReview fields.
- Dual submission to another archival venue.
- Unclear statistical evidence, weak baselines, or missing uncertainty analysis.
Show full SKILL.md (181 more words)Show less
Desk-reject and triage table
| Trigger | Severity at AISTATS | Repair window |
|---|---|---|
| Overlength main text | Desk reject | None after the deadline |
| Style-file tampering | Desk reject or chair flag | None |
| Identity leak in PDF or supplement | Desk reject | None |
| Checklist contradicting the paper | Review-stage damage | Only before the deadline |
| Theorem assumptions absent from the body | Review-stage damage | Fixable in the writing pass |
Final-week sequence for a theory-plus-experiments paper
- Freeze theorem statements and renumber assumptions; reviewers cross-reference labels.
- Regenerate every figure from seeded scripts so supplement and PDF cannot diverge.
- Fill the checklist against what the paper actually contains, not what is planned.
- Strip PDF metadata, notebook authorship fields, and repository owner strings.
- Confirm the OpenReview abstract matches the PDF abstract word for word.
Format anchors
- AISTATS uses a two-column PMLR-style layout; display equations and algorithm blocks that fit a one-column draft routinely overflow, so compress math early rather than on deadline night.
- The page counts cited above describe the 2026 cycle; treat every number as provisional and recheck the current Call for Papers before relying on it.
Output format
[AISTATS readiness] Ready / Needs fixes / Not ready
[Blocking checks] <OpenReview/page/anonymity/supplement/reproducibility/dual-submission>
[Statistical-evidence risk] <one issue>
[Desk-reject risk] <one issue>
[Fix order] <ordered fixes before submission>© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in AISTATS-Skills/skills/aistats-submission of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aistats Submission 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 |
|---|---|---|---|---|---|---|
| Aistats Submission this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~900 | Automated safety check: Pass | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Compute Environment Setupaipoch/open-science | 5.5k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Figure Styleaipoch/open-science | 5.5k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Bactopia Toolbactopia/bactopia | 522 | — | ~4.1k | Automated safety check: Pass | MIT |
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Compute Environment Setup
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Prepares setup instructions and a named activation file for a user-managed software environment on an Open-Science SSH or Slurm compute host.
Figure Style
aipoch/open-science
Publication-grade correctness and legibility rules for final-deliverable scientific figures, not exploratory plots.
Add Bactopia Tool
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Scaffold a complete Bactopia Tool across all three tiers -- module, subworkflow, and workflow entry point under workflows/bactopia-tools/.
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Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data.
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Related
Categories
Questions about Aistats Submission
What does Aistats Submission do?
A skill your agent uses when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material…. Aistats Submission is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when auditing an AISTATS submission for OpenReview readiness, abstract/full-paper deadlines, the 8-page submission body, double-blind anonymity, supplementary material, reproducibility checklist, dual-submission policy, reviewer volunteer requirements, desk-reject triggers, and final-week submission sequencing.
When should I use Aistats Submission?
Aistats Submission fits situations like: auditing an AISTATS submission for OpenReview readiness; abstract/full-paper deadlines; the 8-page submission body; double-blind anonymity.
How do I install Aistats Submission in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-submission -a claude-code`. Or copy the skill folder (AISTATS-Skills/skills/aistats-submission in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aistats-submission in your project. Claude Code loads it when a task matches its description.
How do I install Aistats Submission in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-submission -a codex`. Or copy the skill folder (AISTATS-Skills/skills/aistats-submission in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aistats-submission in your project. Codex loads it when a task matches its description.
Can I use Aistats Submission 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/Awesome-Journal-Skills --skill aistats-submission -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aistats-submission, .gemini/skills/aistats-submission, .github/skills/aistats-submission and .opencode/skills/aistats-submission in your project.
What does Aistats Submission need to run?
SKILL.md names no scripts, command-line tools or credentials: Aistats Submission is instructions for the agent only.
Does Aistats Submission 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 Aistats Submission 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 Aistats Submission use?
Aistats Submission is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Aistats Submission use?
About 900 tokens (SKILL.md is roughly 3.6k 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 Aistats Submission?
Skills that share tags, products or a category with Aistats Submission: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Compute Environment Setup (aipoch/open-science, 5.5k stars) and Figure Style (aipoch/open-science, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aistats Submission?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.