Atlas / Skills / galaxy-dawn / Review Response

Review ResponseSAFE

skills/galaxy-dawn/review-response

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
0.1.0
Hosts
2 documented
License
MIT
Stars
5,693
01

Overview

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Read from source at commit 29ad4d4206fbOBSERVED · 2026-10-07
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
codexmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: review-response
description: Systematic review response workflow from comment analysis to professional rebuttal writing. Use when the user asks to "write rebuttal", "respond to reviewers", "draft review response", or "analyze review comments". Improves paper acceptance rates.
tags: [Research, Academic, Rebuttal, Paper Writing]
version: 0.1.0
---

# Review Response

A systematic review response workflow that helps researchers efficiently and professionally reply to reviewer comments.

## Core Features

1. **Review Analysis** - Parse and classify reviewer comments (Major/Minor/Typo/Misunderstanding)
2. **Response Strategy** - Develop response strategies for different comment types (Accept/Defend/Clarify/Experiment)
3. **Rebuttal Writing** - Write structured, professional rebuttal documents
4. **Tone Management** - Optimize tone to maintain professionalism, respect, and evidence-based arguments

## Workflow

```
Receive reviewer comments -> Parse and classify -> Develop strategy -> Write responses -> Tone check -> Final rebuttal
```

## When to Use

Use this skill when you need to:
- "Help me write a rebuttal"
- "How to respond to reviewer comments"
- "Analyze these review comments"
- "Develop a review response strategy"

## Usage Steps

1. **Provide reviewer comments** - Share the reviewer comments text or file with Claude
2. **Analysis and classification** - Claude automatically parses and classifies the comments
3. **Strategy recommendations** - Receive response strategy suggestions for each comment
4. **Write rebuttal** - Generate a structured rebuttal document based on the strategy
5. **Optimize tone** - Review and optimize the professionalism and politeness of responses

## Core Principles

- **Professionalism** - Maintain an academically professional tone and expression
- **Respectfulness** - Respect the reviewers' opinions and time
- **Evidence-based** - Support every response with sufficient reasoning and evidence
- **Completeness** - Ensure all reviewer comments receive a response

## Success Factors (Based on ICLR Spotlight Paper Analysis)

Key lessons extracted from successful rebuttal cases:

### 1. Acknowledge Strengths, Respond Positively to Criticism
- Reviewers will first acknowledge the paper's strengths (novelty, impact, practical applicability)
- Even spotlight papers receive constructive criticism
- **Strategy**: Thank reviewers for acknowledged strengths first, then address criticism specifically

### 2. Provide Clarity and Intuitive Understanding
- Even high-quality papers may have clarity issues
- Need to provide intuition and detailed explanations for readers with different backgrounds
- **Strategy**: Expand key sections, move technical details to appendix, add step-by-step walkthroughs

### 3. Thorough Justification of Experimental Setup
- Need to justify experimental setup choices
- Consider and discuss alternative metrics
- Provide comprehensive experiments to support claims
- **Strategy**: Add ablation studies, explain why specific experimental setups were chosen

### 4. Emphasis on Ethical Considerations
- For research involving privacy, security, and other sensitive topics, ethical considerations are crucial
- Reviewers pay special attention to ethical implications
- **Strategy**: Proactively discuss ethical considerations, even if reviewers don't explicitly request it

### 5. Highlight Practical Application Value
- Reviewers value practical applicability and scalability of methods
- "Easily applicable" and "scalable" are important strengths
- **Strategy**: Emphasize practical benefits and scalability in the rebuttal

## Integration with active installed writing memory

When the rebuttal task involves:
- tone calibration,
- rebuttal phrasing,
- clarification language,
- structuring multi-point responses,
- or learning from strong prior paper/review writing,

read the active installed writing memory before drafting:

- `~/.claude/skills/ml-paper-writing/references/knowledge/paper-miner-writing-memory.md` on Claude Code installs
- the equivalent installed skill-home path on Codex/OpenCode branches
- otherwise skip this optional memory and continue with the local review-response references

### Default read order for rebuttal work

1. reviewer comments and paper context
2. optional `paper-miner-writing-memory.md` if available
3. `references/response-strategies.md`
4. `references/rebuttal-templates.md`
5. `references/tone-guidelines.md`

Read narrowly:
- start with `How this helps our writing`,
- then inspect `Reusable phrasing`,
- then inspect `Venue-specific signals` if the rebuttal is venue-sensitive,
- use `Writing patterns mined` only when the response needs stronger rhetorical structure.

Do not quote the memory mechanically. Use it to improve structure, clarity, restraint, and professionalism.

## Evidence anchor rule

Every response row must include one of:
- paper location,
- result table / figure / analysis artifact,
- citation / Evidence Record ID,
- planned experiment with status,
- `unresolved` if no evidence exists yet.

Do not claim "we added experiments" or "the results show" without naming the artifact. If an objection has multiple atomic points, split it and cover each point separately.

## Reference Documents

For detailed guides, refer to:
- `references/review-classification.md` - Review comment classification criteria
- `references/response-strategies.md` - Response strategy library
- `references/rebuttal-templates.md` - Rebuttal templates and examples
- `references/tone-guidelines.md` - Tone and expression guidelines

## Related Tools

- **Agent**: `rebuttal-writer` - Dedicated agent for rebuttal writing and optimization
- **Command**: `/rebuttal <review_file>` - Quick-start the rebuttal workflow
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 29ad4d4206fbfull audit observations/trust-audit/skill/galaxy-dawn__review-response.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-0729ad4d4206fbSAFEB89first audit
06

Questions

What does the Review Response skill do?

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Is Review Response safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Review Response access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Review Response work with?

Its documentation mentions claude-code and codex. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (29ad4d4206fb), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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