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wtf is rebuttal-skill?

tobiaslee/rebuttal-skill — explained in plain English

Analysis updated 2026-05-18

328Audience · researcherComplexity · 1/5Setup · easy

TL;DR

An AI assistant skill that helps researchers analyze peer review comments and draft evidence-based rebuttals for academic conference submissions.

Mindmap

mindmap
  root((Rebuttal Skill))
    What it does
      Analyzes peer reviews
      Ranks concerns by severity
      Plans rebuttal experiments
      Drafts rebuttal responses
    Tech stack
      AI skill file
      Claude Code
      OpenCode
      Gemini CLI
    Use cases
      Respond to conference reviews
      Plan a resubmission strategy
      Draft evidence-based rebuttals
      Audit an existing rebuttal draft
    Audience
      Researchers
      Academics
    Setup
      Load skill into AI assistant
      Provide paper and reviews
      Follow staged workflow

Code map

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Why would anyone build with this?

REASON 1

Get help deciding whether a rebuttal is worth writing for a rejected or borderline paper.

REASON 2

Turn peer review comments into a prioritized list of experiments to run before the rebuttal deadline.

REASON 3

Draft a structured rebuttal that directly answers each reviewer concern with evidence.

REASON 4

Get a resubmission and revision plan when a rebuttal has low expected return.

What's in the stack?

AI skill fileClaude CodeOpenCodeGemini CLI

How it stacks up

tobiaslee/rebuttal-skillfastlane/watchbuildliquid4all/antidoom
Stars328328328
LanguageRubyPython
Last pushed2021-10-26
MaintenanceDormant
Setup difficultyeasyeasy
Complexity1/52/54/5
Audienceresearcherdeveloperresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · easy Time to first run · 5min
The README does not state a license for this project.

Wtf does this do

Rebuttal Skill is not a standalone app but a structured skill file that teaches an AI coding assistant like Claude Code, OpenCode, or Gemini CLI how to help researchers respond to peer review comments on academic papers. It targets conferences such as NeurIPS, ICML, ACL, and CVPR, where authors get a limited window to write a rebuttal defending their paper against reviewer criticism. The skill works in stages. First, it decides whether writing a rebuttal is even worth the effort, sorting the situation into promising, borderline, or low expected return, and for weak cases it instead suggests a plan for revising and resubmitting the paper elsewhere later. If a rebuttal looks worthwhile, the skill reads through every review comment, breaks it into individual concerns, tries to figure out what the reviewer actually meant, and ranks each concern by severity from fatal problems down to minor ones. It then produces a prioritized plan of which experiments or clarifications to tackle first given limited time. Once the authors have their results, the skill helps draft the actual rebuttal text, using a pattern of directly answering the concern, presenting the evidence, and stating what will change in the revised paper. It also includes ready-made response patterns for common situations, like correcting a reviewer's misunderstanding, defending the paper's novelty, or explaining a missing baseline comparison. A stated rule throughout is that the skill must not fabricate results, present planned work as if it were already done, or hide negative findings, using clear placeholders instead when information is missing. To use it, a researcher loads the skill into a compatible AI assistant and provides the paper's abstract, the full reviews, scores, and details like the venue and deadline, and the assistant works through the stages from there.

Yoink these prompts

Prompt 1
Analyze this paper's reviews before drafting a rebuttal, using the venue, scores, and deadline I provide.
Prompt 2
Help me assess whether writing a rebuttal is worthwhile for these reviewer scores.
Prompt 3
Turn these review comments into a prioritized P0 to P3 experiment plan.
Prompt 4
Draft a full rebuttal response using my completed experiment results and the reviews.
Prompt 5
Review my draft rebuttal for quality and check it against the reviewer concerns.

Frequently asked questions

wtf is rebuttal-skill?

An AI assistant skill that helps researchers analyze peer review comments and draft evidence-based rebuttals for academic conference submissions.

What license does rebuttal-skill use?

The README does not state a license for this project.

How hard is rebuttal-skill to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is rebuttal-skill for?

Mainly researcher.

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