Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines.
Install Icml Reviewer
$ npx skills add sundial-org/skills --skill icml-reviewer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sundial-org/skills icml-reviewer --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/sundial-org/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/icml-reviewer .claude/skills/icml-reviewer && 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 "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .claude/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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/sundial-org/skills/tree/main/skills/icml-reviewerType 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 sundial-org/skills --skill icml-reviewer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sundial-org/skills icml-reviewer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/icml-reviewer .agents/skills/icml-reviewer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .agents/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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 sundial-org/skills --skill icml-reviewer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sundial-org/skills icml-reviewer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/icml-reviewer .cursor/skills/icml-reviewer && 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 "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .cursor/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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/sundial-org/skills.git --path skills/icml-reviewer--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 sundial-org/skills --skill icml-reviewer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sundial-org/skills icml-reviewer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/icml-reviewer .gemini/skills/icml-reviewer && 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 "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .gemini/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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 sundial-org/skills icml-reviewerInstalls 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 sundial-org/skills --skill icml-reviewer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/icml-reviewer .github/skills/icml-reviewer && 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 "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .github/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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 sundial-org/skills --skill icml-reviewer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sundial-org/skills icml-reviewer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/icml-reviewer .opencode/skills/icml-reviewer && 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 "icml-reviewer" agent skill from https://github.com/sundial-org/skills/tree/main/skills/icml-reviewer into .opencode/skills/icml-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "icml-reviewer", 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
icml-reviewer- GitHub stars
- 153
- Token cost
- ~2.4k tokens
- SKILL.md length
- 1,135 words
- Files
- 4 (incl. references)
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- None found
At a glance
Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines.
- Works in 7 steps: Input Analysis & Mode Selection → Prior Work Grounding (Critical - All… → Systematic Evaluation → …
- Tasks that involve Proposals and quotes
- SKILL.md covers Workflow, Full Review Mode (Complete…, Key Principles and Rating Scales, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Icml Reviewer is an agent skill from sundial-org/skills. Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines. Provides comprehensive reviews with actionable feedback across all key dimensions: claims/evidence, relation to prior work, originality, significance, clarity, and reproducibility. Also provides formative feedback on incomplete drafts, proposals, and research code repositories. MANDATORY TRIGGERS: review paper, ICML review, paper review, evaluate paper, research paper feedback, ML paper review, conference…
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/common-issues.md`, `references/evaluation-criteria.md` and `references/review-template.md`).
It sits in Research & Science, covering Proposals and quotes, Scientific writing and Peer review. The repository describes itself as: Claude Code Skills by Sundial.
When your agent uses it
- Tasks that involve Proposals and quotes
- Tasks that involve Scientific writing
- Tasks that involve Peer review
Example prompts
- “/icml-reviewer”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Input Analysis & Mode Selection
- Prior Work Grounding (Critical - All Modes)
- Systematic Evaluation
- Critical Cross-Check Against Literature
- Generate Review
- Quality Check
- Generate Formative Feedback
What it can do on your machine
Read from SKILL.md and the folder at commit 5a3bf9f. 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
Icml Reviewer loads about 2.4k tokens when it runs, and up to ~9.5k if it reads all its reference files. Until then it costs about 193 tokens; SKILL.md has 1,135 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,135 words (~2,385 tokens).
“Enables rigorous review of ML research papers following official ICML guidelines.”
- name
- icml-reviewer
Files
SKILL.md and 3 other files (references) in skills/icml-reviewer of sundial-org/skills.
- SKILL.md
- references/common-issues.md
- references/evaluation-criteria.md
- references/review-template.md
Open the folder on GitHubat commit 5a3bf9f
Compare with similar skills
Icml Reviewer 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 |
|---|---|---|---|---|---|---|
| Icml Reviewer this skillsundial-org/skills | 153 | — | ~2.4k | Automated safety check: Pass | None | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Scientific Workflow ToolsDrugClaw/DrugClaw | 126 | — | ~712 | Automated safety check: Pass | Apache-2.0 | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Academic Paper ReviewerImbad0202/academic-research-skills | 51k | — | ~11k | Automated safety check: Pass | Custom licence | |
| Academic HumanizerAIScientists-Dev/academic-humanizer | 1.9k | 1 repos | ~4.2k | Automated safety check: Pass | MIT |
Similar skills
Scientific Workflow Tools
DrugClaw/DrugClaw
Research-method workflow guide for hypothesis framing, peer-review style critique, reproducibility planning, study-design checks, and scientific-writing structure.
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.
Academic Paper Reviewer
Imbad0202/academic-research-skills
Simulates a journal peer review of a manuscript with a five-seat reviewer panel, an editorial synthesizer and several review modes.
Academic Humanizer
AIScientists-Dev/academic-humanizer
Improve the clarity and voice of AI-assisted academic writing (papers, theses, rebuttals) and funding proposals (NSF Project Summary/Description, NIH Specific Aims): preserve scholarly conventions…
Academic Research Pipeline
Imbad0202/academic-research-skills
Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.
More from sundial-org/skills
All 13 skills in this repoAI Co Scientist
sundial-org/skills
Transform Claude Code into an AI Scientist that orchestrates research workflows using tree-based hypothesis exploration.
Skill
sundial-org/skills
Find, install, create, improve, and publish AI agent skills through the Sundial ecosystem.
Skill To Card
sundial-org/skills
End-to-end workflow that creates a skill from a description and attached files, publishes it to Sundial as a private skill, generates a trading card (front + back with QR code), and sends it to a…
Commit Splitter
sundial-org/skills
Split large sets of uncommitted changes into logical, well-organized commits.
Tinker Training Cost
sundial-org/skills
Calculate training costs for Tinker fine-tuning jobs. An agent skill from sundial-org/skills.
Codex
sundial-org/skills
Run OpenAI's Codex CLI agent in non-interactive mode using codex exec.
Related
Categories
Questions about Icml Reviewer
What does Icml Reviewer do?
Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines. Icml Reviewer is an agent skill from sundial-org/skills. Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines.
When should I use Icml Reviewer?
Icml Reviewer fits situations like: tasks that involve Proposals and quotes; tasks that involve Scientific writing; tasks that involve Peer review.
How do I install Icml Reviewer in Claude Code?
Run `npx skills add sundial-org/skills --skill icml-reviewer -a claude-code`. Or copy the skill folder (skills/icml-reviewer in sundial-org/skills) into .claude/skills/icml-reviewer in your project. Claude Code loads it when a task matches its description.
How do I install Icml Reviewer in Codex?
Run `npx skills add sundial-org/skills --skill icml-reviewer -a codex`. Or copy the skill folder (skills/icml-reviewer in sundial-org/skills) into .agents/skills/icml-reviewer in your project. Codex loads it when a task matches its description.
Can I use Icml Reviewer 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 sundial-org/skills --skill icml-reviewer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/icml-reviewer, .gemini/skills/icml-reviewer, .github/skills/icml-reviewer and .opencode/skills/icml-reviewer in your project.
What does Icml Reviewer need to run?
SKILL.md names no scripts, command-line tools or credentials: Icml Reviewer is instructions for the agent only.
Does Icml Reviewer 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 Icml Reviewer 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 Icml Reviewer use?
No licence was found for Icml Reviewer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Icml Reviewer use?
About 2.4k tokens (SKILL.md is roughly 9.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 7.1k tokens, read only when the agent opens those files.
What are the alternatives to Icml Reviewer?
Skills that share tags, products or a category with Icml Reviewer: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Scientific Workflow Tools (DrugClaw/DrugClaw, 126 stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Paper Reviewer (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Icml Reviewer?
sundial-org (a GitHub organization) maintains it in sundial-org/skills, which has 153 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on July 15, 2026.
Source: sundial-org/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.