Agent skill

Autorebuttal

by Optima-CityU in Optima-CityU/LLM4AD_Next

Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.

BSD-3-ClauseAuto-check passedLegal & Compliance

Install Autorebuttal

skills CLI
$ npx skills add Optima-CityU/LLM4AD_Next --skill autorebuttal -a claude-code

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

GitHub CLI
$ gh skill install Optima-CityU/LLM4AD_Next autorebuttal --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/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/autorebuttal/autorebuttal .claude/skills/autorebuttal && 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
autorebuttal
GitHub stars
574
Token cost
~728 tokens
SKILL.md length
283 words
Files
1
Skills in repo
24
Repo updated
First seen
Licence
BSD-3-Clause

At a glance

Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.

  • Works in 3 steps: Response strategy → Drafting → Compliance review
  • Tasks that involve Regulatory compliance
  • SKILL.md covers Step 1: Response strategy, Step 2: Drafting and Step 3: Compliance review
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Autorebuttal is an agent skill from Optima-CityU/LLM4AD_Next. Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.

Its SKILL.md is about 730 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 Legal & Compliance, covering Regulatory compliance. The repository describes itself as: A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use. The licence is BSD-3-Clause.

When your agent uses it

  • Tasks that involve Regulatory compliance

Example prompts

  • “/autorebuttal”

Workflow steps

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

  1. Response strategy
  2. Drafting
  3. Compliance review

What it can do on your machine

Read from SKILL.md and the folder at commit e3d3f7b. 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

Autorebuttal loads about 728 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 283 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~728

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 Optima-CityU/LLM4AD_Next at commit e3d3f7b, republished under its BSD-3-Clause licence (© Optima-CityU). 283 words, ~728 tokens.

Download SKILL.mdSave it as .claude/skills/autorebuttal/SKILL.md (or your agent's skills folder).
name
autorebuttal
description
Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.
<!-- Adapted from YoujunZhao/AutoRebuttal; see /app/skills/autorebuttal-shared/ATTRIBUTION.md. -->

AutoRebuttal

Read these shared references completely before acting:

  • /app/skills/autorebuttal-shared/references/input-contract.md
  • /app/skills/autorebuttal-shared/references/strategy-and-format.md
  • /app/skills/autorebuttal-shared/references/drafting-and-compliance.md
  • /app/skills/autorebuttal-shared/references/rebuttal-playbook.md
  • /app/skills/autorebuttal-shared/references/reviewer-model.md
  • /app/skills/autorebuttal-shared/references/initial-rebuttal-style.md
  • /app/skills/autorebuttal-shared/references/human-rebuttal-style.md
  • /app/skills/autorebuttal-shared/references/venue-policies.md
  • /app/skills/autorebuttal-shared/references/evidence-policy.md
  • /app/skills/autorebuttal-shared/references/artifact-contracts.md

If the baseline lacks details needed for a reply, read the saved review files or ask the author to paste the relevant original passage into the conversation. Do not treat an OpenReview link alone as evidence of the review's contents.

Read the confirmed intake and analysis from the rebuttal context before doing any generation. This author-facing phase contains three internal steps that must run in order without asking the author to type “continue.”

Step 1: Response strategy

Resolve shared issues, priority reviewers, response moves, output structure, and a reviewer-complete strategy. Decide whether shared concerns belong in one global response or in reviewer-specific blocks. Keep the stable reviewer UUIDs from the confirmed baseline; display labels are presentation only.

Step 2: Drafting

Write concise responses covering every analyzed concern exactly once across the global response and reviewer-specific entries. Ground factual claims in the paper or explicit author evidence and attach auditable source references. Use visible [AUTHOR: ...] placeholders when only the author can provide a result or decision.

Step 3: Compliance review

Audit and refine the full draft for concern coverage, reviewer identity, global/shared consistency, evidence integrity, and submission readiness. Fix non-blocking writing problems directly. Assemble the exact final submission in rendered_text; it must agree with the final global response and entries. Keep unresolved evidence visible and set ready_for_submission false when author action remains. Publish concise author-facing guidance for those unresolved items: identify what is missing, why it matters, and a practical next step. Do not expose the internal compliance checklist as user guidance.

Publish the complete AutoRebuttal phase contract exactly once with publish_stage_result and idempotency key autorebuttal-v1.

© Optima-CityU, BSD-3-Clause. 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 skills/autorebuttal/autorebuttal of Optima-CityU/LLM4AD_Next.

Open the folder on GitHubat commit e3d3f7b

Compare with similar skills

Autorebuttal 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.

Autorebuttal compared with similar skills
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Autorebuttal this skillOptima-CityU/LLM4AD_Next574—~728Automated safety check: PassBSD-3-Clause
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Hipaa ComplianceSushegaad/Claude-Skills-Governance-Risk-and-Compliance9461 repos~2.3kAutomated safety check: PassMIT
ISO Standards Readiness EvidenceK-Dense-AI/scientific-agent-skills48k1 repos~4.6kAutomated safety check: NotesMIT
Iso42001Sushegaad/Claude-Skills-Governance-Risk-and-Compliance9461 repos~3.7kAutomated safety check: PassMIT
Legal Compliance SearchSerein-81/financial_rag148—~1.6kAutomated safety check: NotesNone

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Questions about Autorebuttal

What does Autorebuttal do?

Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline. Autorebuttal is an agent skill from Optima-CityU/LLM4AD_Next. Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.

When should I use Autorebuttal?

Autorebuttal fits situations like: tasks that involve Regulatory compliance.

How do I install Autorebuttal in Claude Code?

Run `npx skills add Optima-CityU/LLM4AD_Next --skill autorebuttal -a claude-code`. Or copy the skill folder (skills/autorebuttal/autorebuttal in Optima-CityU/LLM4AD_Next) into .claude/skills/autorebuttal in your project. Claude Code loads it when a task matches its description.

How do I install Autorebuttal in Codex?

Run `npx skills add Optima-CityU/LLM4AD_Next --skill autorebuttal -a codex`. Or copy the skill folder (skills/autorebuttal/autorebuttal in Optima-CityU/LLM4AD_Next) into .agents/skills/autorebuttal in your project. Codex loads it when a task matches its description.

Can I use Autorebuttal 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 Optima-CityU/LLM4AD_Next --skill autorebuttal -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autorebuttal, .gemini/skills/autorebuttal, .github/skills/autorebuttal and .opencode/skills/autorebuttal in your project.

What does Autorebuttal need to run?

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

Does Autorebuttal 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 Autorebuttal 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 Autorebuttal use?

Autorebuttal is published under the BSD-3-Clause licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Autorebuttal use?

About 728 tokens (SKILL.md is roughly 2.9k 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 Autorebuttal?

Skills that share tags, products or a category with Autorebuttal: HIPAA Pre-Deployment Compliance Check (maziyarpanahi/openmed, 5.5k stars), Hipaa Compliance (Sushegaad/Claude-Skills-Governance-Risk-and-Compliance, 946 stars), ISO Standards Readiness Evidence (K-Dense-AI/scientific-agent-skills, 48k stars) and Iso42001 (Sushegaad/Claude-Skills-Governance-Risk-and-Compliance, 946 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Autorebuttal?

Optima-CityU (a GitHub organization) maintains it in Optima-CityU/LLM4AD_Next, which has 574 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on October 9, 2026.

Source: Optima-CityU/LLM4AD_Next on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.