Workflow 4: Submission rebuttal pipeline. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedResearch & Science

Install Rebuttal

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill rebuttal -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills rebuttal --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/42-wanshuiyin-ARIS/skills/skills-codex/rebuttal .claude/skills/rebuttal && rm -rf skills-src

Use ~/.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/

Facts

Skill name
rebuttal
GitHub stars
4.6k
Token cost
~1.5k tokens
SKILL.md length
641 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Workflow 4: Submission rebuttal pipeline. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 10 steps: Resume or Initialize → Validate Inputs and Normalize Reviews → Atomize and Classify Reviewer Concerns → …
  • Tasks that involve Peer review
  • SKILL.md covers Scope, Lifecycle Position, Constants and Required Inputs, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Rebuttal is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds.

Its SKILL.md is about 1.5k 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 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

  • “/rebuttal”

Workflow steps

10 steps, taken from the step headings in SKILL.md.

  1. Resume or Initialize
  2. Validate Inputs and Normalize Reviews
  3. Atomize and Classify Reviewer Concerns
  4. Build Strategy Plan
  5. 5: Evidence Sprint (when AUTO_EXPERIMENT = true)
  6. Draft Initial Rebuttal
  7. Safety Validation
  8. Stress Test
  9. Finalize — Two Versions
  10. Follow-Up Rounds

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

    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

Rebuttal loads about 1.5k tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 641 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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 641 words (~1,519 tokens).

“Prepare and maintain a grounded, venue-compliant rebuttal for: $ARGUMENTS”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
rebuttal

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/42-wanshuiyin-ARIS/skills/skills-codex/rebuttal of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Rebuttal 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.

Rebuttal compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Rebuttal this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~1.5kAutomated safety check: PassCustom licence
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Paper GlanceDiaugeia/paper-glance-skill106—~433Automated safety check: PassNone
Mathmodel SkillhandsomeZR-netizen/mathmodel-skill292—~197Automated safety check: PassMIT
Paper Writingvoidful/academic-skills135—~1.9kAutomated safety check: PassMIT
Research Paper Writing CoachXiaomiMiMo/MiMo-Code14k—~1.7kAutomated safety check: PassMIT

Similar skills

  • 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.

    51k GitHub stars~16k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Paper Glance

    Diaugeia/paper-glance-skill

    Reads an academic paper from a PDF, pasted text or abstract and offers five outputs: an analysis report, a mind map, a peer review, promotion scripts and a podcast.

    106 GitHub stars~433 tokensUpdated 3 mo ago
    Research & ScienceAuto-check passed
  • Mathmodel Skill

    handsomeZR-netizen/mathmodel-skill

    Plugin shim for the mathmodel-skill competition workflow. An agent skill from handsomeZR-netizen/mathmodel-skill.

    292 GitHub stars~197 tokensUpdated 15 days ago
    Research & ScienceAuto-check passed
  • Paper Writing

    voidful/academic-skills

    頂級會議論文寫作技能——以嚴格 reviewer 視角指導從草稿到終稿的完整寫作流程。當使用者要寫論文、改善論文草稿、修改特定章節(introduction、method、experiments、conclusion)、潤色學術英文、回應 reviewer 意見,或問「這段怎麼寫」時,一定要使用此技能。觸發詞包括:寫論文、paper writing、improve my…

    135 GitHub stars~1.9k tokensUpdated 6 mo ago
    Research & ScienceAuto-check passed
  • Research Paper Writing Coach

    XiaomiMiMo/MiMo-Code

    Drafts, rewrites and reviews academic papers in ML, CV and NLP style, section by section, and compiles LaTeX sources to PDF.

    14k GitHub stars~1.7k tokensUpdated 2 days ago
    Research & ScienceAuto-check passed
  • Research Writing Skill

    zLanqing/codex-claude-academic-skills

    Chinese-first research paper writing, revision, polishing, section drafting, rebuttal, peer-review response, thesis prose improvement, and manuscript argument planning.

    4.7k GitHub stars~1.1k tokensUpdated 5 mo ago
    Research & ScienceAuto-check passed

More from brycewang-stanford/Auto-Empirical-Research-Skills

All 383 skills in this repo
  • Aer Consistency

    brycewang-stanford/Auto-Empirical-Research-Skills

    A skill your agent uses when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables…

    4.6k GitHub starsUsed in 1 repo~2.6k tokens
    Auto-check passed
  • Latex Paper En

    brycewang-stanford/Auto-Empirical-Research-Skills

    English LaTeX academic paper assistant for existing .tex projects.

    4.6k GitHub starsUsed in 1 repo~2.2k tokens
    Auto-check passed
  • Bayesian Workflow

    brycewang-stanford/Auto-Empirical-Research-Skills

    Opinionated Bayesian modeling workflow with PyMC and ArviZ. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

    4.6k GitHub stars~3.5k tokensUpdated 5 days ago
    Auto-check passed
  • Daily Paper Generator

    brycewang-stanford/Auto-Empirical-Research-Skills

    A skill your agent uses when the user asks to "generate daily paper", "search arXiv for EEG papers", "find EEG decoding papers", "review brain-computer interface papers", or wants to create paper…

    4.6k GitHub stars~2.2k tokensUpdated 5 days ago
    Auto-check passed
  • Five Questions

    brycewang-stanford/Auto-Empirical-Research-Skills

    Deeply analyze any empirical economics PDF using the five-question framework (五问框架): research question, identification strategy, core estimand, robustness logic, and scholarly contribution.

    4.6k GitHub stars~1.7k tokensUpdated 5 days ago
    Auto-check: notes
  • Kaggle Research

    brycewang-stanford/Auto-Empirical-Research-Skills

    A skill your agent uses when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an…

    4.6k GitHub stars~868 tokensUpdated 5 days ago
    Auto-check passed

Questions about Rebuttal

What does Rebuttal do?

Workflow 4: Submission rebuttal pipeline. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Rebuttal is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Workflow 4: Submission rebuttal pipeline.

When should I use Rebuttal?

Rebuttal fits situations like: tasks that involve Peer review.

How do I install Rebuttal in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill rebuttal -a claude-code`. Or copy the skill folder (skills/42-wanshuiyin-ARIS/skills/skills-codex/rebuttal in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/rebuttal in your project. Claude Code loads it when a task matches its description.

How do I install Rebuttal in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill rebuttal -a codex`. Or copy the skill folder (skills/42-wanshuiyin-ARIS/skills/skills-codex/rebuttal in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/rebuttal in your project. Codex loads it when a task matches its description.

Can I use Rebuttal 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 rebuttal -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rebuttal, .gemini/skills/rebuttal, .github/skills/rebuttal and .opencode/skills/rebuttal in your project.

What does Rebuttal need to run?

SKILL.md names no scripts, command-line tools or credentials: Rebuttal is instructions for the agent only.

Does Rebuttal 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 Rebuttal 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 Rebuttal use?

Rebuttal 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 Rebuttal use?

About 1.5k tokens (SKILL.md is roughly 6.1k 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 Rebuttal?

Skills that share tags, products or a category with Rebuttal: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Paper Glance (Diaugeia/paper-glance-skill, 106 stars), Mathmodel Skill (handsomeZR-netizen/mathmodel-skill, 292 stars) and Paper Writing (voidful/academic-skills, 135 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Rebuttal?

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.