Refactor Design Report
penwyp/ClaudePreference
Produce a professional, code-grounded refactor or implementation design report from identified technical problems, product gaps, review findings, architecture concerns, or frontend-backend contract…
Structured review of a diff against a ticket's acceptance criteria.
Install AI Code Review
$ npx skills add pony-maggie/code_minions --skill ai-code-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pony-maggie/code_minions ai-code-review --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/pony-maggie/code_minions.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .claude/skills/ai-code-review && 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 "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .claude/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-reviewType 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 pony-maggie/code_minions --skill ai-code-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pony-maggie/code_minions ai-code-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pony-maggie/code_minions.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .agents/skills/ai-code-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .agents/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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 pony-maggie/code_minions --skill ai-code-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pony-maggie/code_minions ai-code-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pony-maggie/code_minions.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .cursor/skills/ai-code-review && 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 "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .cursor/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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/pony-maggie/code_minions.git --path src/code_minions/builtin/skills/ai-code-review--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 pony-maggie/code_minions --skill ai-code-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pony-maggie/code_minions ai-code-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pony-maggie/code_minions.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .gemini/skills/ai-code-review && 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 "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .gemini/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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 pony-maggie/code_minions ai-code-reviewInstalls 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 pony-maggie/code_minions --skill ai-code-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pony-maggie/code_minions.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .github/skills/ai-code-review && 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 "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .github/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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 pony-maggie/code_minions --skill ai-code-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pony-maggie/code_minions ai-code-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pony-maggie/code_minions.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/code_minions/builtin/skills/ai-code-review .opencode/skills/ai-code-review && 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 "ai-code-review" agent skill from https://github.com/pony-maggie/code_minions/tree/main/src/code_minions/builtin/skills/ai-code-review into .opencode/skills/ai-code-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-code-review", 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
ai-code-review- GitHub stars
- 156
- Token cost
- ~381 tokens
- SKILL.md length
- 132 words
- Files
- 1
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- None found
At a glance
Structured review of a diff against a ticket's acceptance criteria.
- Tasks that involve User stories
- SKILL.md covers Inputs, Instructions and Outputs (reply JSON)
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Code review
What it does
AI Code Review is an agent skill from pony-maggie/code_minions. Structured review of a diff against a ticket's acceptance criteria.
Its SKILL.md is about 380 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 Product & Project Management, covering User stories and Code review.
When your agent uses it
- Tasks that involve User stories
- Tasks that involve Code review
Example prompts
- “/ai-code-review”
Requirements
- Pre-approved tools (allowed-tools): Read
What it can do on your machine
Read from SKILL.md and the folder at commit ac75593. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Read
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
AI Code Review loads about 381 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 132 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 132 words (~381 tokens).
“Review a code diff against the ticket's acceptance criteria and project conventions.”
- name
- ai-code-review
- allowed-tools
- Read
- role
- reviewer
- llm.max_iterations
- 15
- llm.temperature
- 0.1
Files
Just SKILL.md in src/code_minions/builtin/skills/ai-code-review of pony-maggie/code_minions.
Open the folder on GitHubat commit ac75593
Compare with similar skills
AI Code Review 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 |
|---|---|---|---|---|---|---|
| AI Code Review this skillpony-maggie/code_minions | 156 | — | ~381 | Automated safety check: Pass | None | |
| Refactor Design Reportpenwyp/ClaudePreference | 136 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Code Review Completenesseric-tramel/moraine | 117 | — | ~404 | Automated safety check: Pass | Apache-2.0 | |
| Implement FeatureLog2n-io/Typhon | 250 | — | ~2k | Automated safety check: Pass | Custom licence | |
| Reviewgenkovich/sdd | 171 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Code ReviewOpenHands/extensions | 161 | — | ~2.1k | Automated safety check: Pass | MIT |
Similar skills
Code Review Completeness
eric-tramel/moraine
Review a PR through the CodeReviewCompleteness persona. An agent skill from eric-tramel/moraine.
Implement Feature
Log2n-io/Typhon
Implement a GitHub issue end-to-end — scope it (whole issue or specific phases), build an acceptance-criteria plan from its design doc, get the plan approved, then develop autonomously with tests…
Review
genkovich/sdd
A skill your agent uses to run an independent, clean-context code review of an implemented feature against its spec and acceptance criteria before shipping.
Code Review
OpenHands/extensions
Review code changes for material correctness, security, compatibility, and maintainability risks, grounded in the current repository and acceptance criteria.
Solo Review
LeoYeAI/openclaw-master-skills
Final code review and quality gate — run tests, check coverage, audit security, verify acceptance criteria from spec, and generate ship-ready report.
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Write a final report.md summarizing run results. An agent skill from pony-maggie/code_minions.
Implement With TDD
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TDD implementation with AI code-review loop for a single ticket.
Open GitHub PR
pony-maggie/code_minions
Push the current worktree branch and create a GitHub pull request.
Parse Prd
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Plan Tasks
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Decompose structured PRD into atomic implementation tickets.
Python Web Plan Tasks
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Decompose a Python web PRD into implementation tickets that preserve one FastAPI app.
Related
Categories
Questions about AI Code Review
What does AI Code Review do?
Structured review of a diff against a ticket's acceptance criteria. AI Code Review is an agent skill from pony-maggie/code_minions. Structured review of a diff against a ticket's acceptance criteria.
When should I use AI Code Review?
AI Code Review fits situations like: tasks that involve User stories; tasks that involve Code review.
How do I install AI Code Review in Claude Code?
Run `npx skills add pony-maggie/code_minions --skill ai-code-review -a claude-code`. Or copy the skill folder (src/code_minions/builtin/skills/ai-code-review in pony-maggie/code_minions) into .claude/skills/ai-code-review in your project. Claude Code loads it when a task matches its description.
How do I install AI Code Review in Codex?
Run `npx skills add pony-maggie/code_minions --skill ai-code-review -a codex`. Or copy the skill folder (src/code_minions/builtin/skills/ai-code-review in pony-maggie/code_minions) into .agents/skills/ai-code-review in your project. Codex loads it when a task matches its description.
Can I use AI Code Review 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 pony-maggie/code_minions --skill ai-code-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-code-review, .gemini/skills/ai-code-review, .github/skills/ai-code-review and .opencode/skills/ai-code-review in your project.
What does AI Code Review need to run?
SKILL.md names no scripts, command-line tools or credentials: AI Code Review is instructions for the agent only. Its frontmatter pre-approves these tools: Read.
Does AI Code Review 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 AI Code Review 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 AI Code Review use?
No licence was found for AI Code Review or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does AI Code Review use?
About 381 tokens (SKILL.md is roughly 1.5k 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 AI Code Review?
Skills that share tags, products or a category with AI Code Review: Refactor Design Report (penwyp/ClaudePreference, 136 stars), Code Review Completeness (eric-tramel/moraine, 117 stars), Implement Feature (Log2n-io/Typhon, 250 stars) and Review (genkovich/sdd, 171 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Code Review?
pony-maggie (a GitHub user) maintains it in pony-maggie/code_minions, which has 156 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on June 1, 2026.
Source: pony-maggie/code_minions on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.