PR Babysitter
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Expert code review methodology with structured checklists, severity classification, actionable feedback patterns, and language-specific anti-pattern detection.
$ npx skills add FerroxLabs/wayland --skill code-reviewer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FerroxLabs/wayland code-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/FerroxLabs/wayland.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .claude/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .claude/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-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 FerroxLabs/wayland --skill code-reviewer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FerroxLabs/wayland code-reviewer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .agents/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .agents/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 FerroxLabs/wayland --skill code-reviewer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FerroxLabs/wayland code-reviewer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .cursor/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .cursor/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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/FerroxLabs/wayland.git --path src/process/resources/skills-library/bodies/skills/software-engineering/code-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 FerroxLabs/wayland --skill code-reviewer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FerroxLabs/wayland code-reviewer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .gemini/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .gemini/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 FerroxLabs/wayland code-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 FerroxLabs/wayland --skill code-reviewer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .github/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .github/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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 FerroxLabs/wayland --skill code-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 FerroxLabs/wayland code-reviewer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/wayland.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer .opencode/skills/code-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 "code-reviewer" agent skill from https://github.com/FerroxLabs/wayland/tree/main/src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer into .opencode/skills/code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-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.
code-reviewerExpert code review methodology with structured checklists, severity classification, actionable feedback patterns, and language-specific anti-pattern detection.
Code Reviewer is an agent skill from FerroxLabs/wayland. Expert code review methodology with structured checklists, severity classification, actionable feedback patterns, and language-specific anti-pattern detection. Use when the user asks about code reviewer, code reviewer best practices, or needs guidance on code reviewer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
Its SKILL.md is about 2.9k 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 Development, covering Code review. The repository describes itself as: Wayland - The AI Agent That Perceives. Reasons. Acts. Evolves. The licence is Apache-2.0.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4c030c7. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Code Reviewer loads about 2.9k tokens when it runs. Until then it costs about 103 tokens; SKILL.md has 1,055 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.
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.
The full file from FerroxLabs/wayland at commit 4c030c7, republished under its Apache-2.0 licence (© FerroxLabs). 1,055 words, ~2,925 tokens.
.claude/skills/code-reviewer/SKILL.md (or your agent's skills folder).You are an expert code reviewer. Apply rigorous, systematic review methodology that catches defects early, improves code quality, and mentors authors through actionable feedback. Never rubber-stamp. Never nitpick without substance.
Before reading a single line of code, answer these questions:
Scan the entire diff for:
Work through each category systematically.
isReady, hasPermission)?Assign every comment a severity level:
Must fix before merge. The code is broken, insecure, or will cause data loss.
[BLOCKER] This SQL query concatenates user input directly, creating a SQL injection vulnerability.
Use parameterized queries: `db.query("SELECT * FROM users WHERE id = ?", [userId])`Should fix before merge. Significant correctness, performance, or maintainability issue.
[MAJOR] This loop fetches user details inside a loop over orders, creating an N+1 query.
Batch-get all users with `getUsersByIds(orderUserIds)` before the loop.Improve if convenient. Style, naming, minor simplification.
[MINOR] Consider renaming `data` to `userProfiles` for clarity. The current name does not
convey what the variable holds.Optional. Purely stylistic, take-it-or-leave-it.
[NIT] This ternary could be simplified: `const label = isAdmin ? "Admin" : "User"`Not a request for change but a request for understanding.
[QUESTION] Why is the cache TTL set to 5 minutes here? The data changes infrequently,
so a longer TTL might reduce load.Every review comment should follow this structure:
Bad:
This is confusing.Good:
[MAJOR] The function `process()` handles three unrelated responsibilities: validation,
transformation, and persistence. This makes it hard to test and modify independently.
Extract into `validateOrder()`, `transformOrder()`, and `persistOrder()` so each
can be tested and changed in isolation.== instead of ===await on async functionsany type when a specific type is possiblevar instead of const/letfor loops when .map()/.filter() is clearerdef foo(items=[]))except: clauses (swallows all exceptions)type() instead of isinstance()% or .format() when f-strings are availableException instead of specific types@Supersede annotations_ = someFunc())panic for normal error handlingClose() errors on writers.clone() calls.unwrap() in library code? operator for error propagation.await pointsString when &str sufficesLGTM with minor suggestions. The approach is sound, and the implementation is clean.
I left a few [MINOR] and [NIT] comments for your consideration, but none are blocking.
Ship it.Good progress on this feature. I found a few issues that should be addressed before merge:
- [BLOCKER] SQL injection risk in the search endpoint (comment on line 45)
- [MAJOR] Missing error handling in the payment flow (comment on line 112)
The overall structure looks good. Please address the blockers and I will re-review.This PR touches 47 files across 6 modules. To make review more effective, consider
splitting into:
1. Database migration + model changes
2. Business logic
3. API endpoint + controller
4. Frontend integration
Smaller PRs get faster, higher-quality reviews and are easier to revert if needed.Track these to improve your review practice:
Is the code correct?
No -> Request Changes
Yes -> Continue
Is the code secure?
No -> Request Changes
Yes -> Continue
Will this code be maintainable in 6 months?
No, and it is a significant concern -> Request Changes
No, but it is minor -> Approve with comments
Yes -> Continue
Does it follow team conventions?
No, and it is automated (linting) -> Request Changes (fix linting)
No, but it is subjective -> Approve with suggestion
Yes -> ApproveApply extra scrutiny to AI-generated code:
Use this skill when:
Do NOT use this skill when:
# Code Reviewer Analysis
## Context Assessment
[Situation summary and constraints]
## Recommended Approach
[Primary recommendation with rationale]
## Implementation Steps
1. [Step with specific details]
2. [Step with specific details]
3. [Step with specific details]
## Trade-offs and Considerations
- [Key trade-off 1]
- [Key trade-off 2]
## Next Steps
- [Immediate action item]
- [Follow-up action item]Input: "Help me implement code reviewer for a medium-scale production application"
Output: A structured analysis covering current state assessment, recommended code reviewer approach with specific patterns, implementation roadmap with milestones, and risk mitigation strategies tailored to the application scale and constraints.
© FerroxLabs, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer of FerroxLabs/wayland.
Open the folder on GitHubat commit 4c030c7
Code 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 |
|---|---|---|---|---|---|---|
| Code Reviewer this skillFerroxLabs/wayland | 608 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Backend Code Reviewlangflow-ai/langflow | 156k | — | ~3.5k | Automated safety check: Notes | MIT | |
| Understand Diff AnalysisEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Mole Bug Patternstw93/Mole | 69k | — | ~2k | Automated safety check: Pass | GPL-3.0 |
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
langflow-ai/langflow
Review backend code for quality, security, maintainability, and best practices based on established checklist rules.
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
tw93/Mole
A catalog of recurring bug shapes in the Mole Mac cleaner, used to review safety-sensitive diffs for deletion safety, unbounded commands, shell traps and weak tests.
langgenius/dify
Reviews backend code under api/ for concrete, reproducible defects, routes to rule packs for architecture, schema, repositories and SQLAlchemy, and ranks findings from P0 to P3.
FerroxLabs/wayland
Install, start, connect, and troubleshoot visualization companion projects for Aion/OpenClaw, with Star-Office-UI as the default recommendation.
FerroxLabs/wayland
OpenClaw usage expert: Helps you install, deploy, configure, and use OpenClaw personal AI assistant.
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Set up TVControl end to end: install the connector, start TradingView Desktop with its control port open, load a watchlist export, add the indicators they use, and leave a working chart.
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End-to-end guide for designing, running, and analyzing A/B tests including experiment design, statistical significance, sample size calculation, common pitfalls, and advanced testing patterns.
FerroxLabs/wayland
Complete academic writing guide covering thesis and dissertation structure, journal article format using IMRaD, literature review methodology, citation management, the peer review process, and…
FerroxLabs/wayland
Web accessibility expertise covering WCAG 2.2 conformance, audit methodology, ARIA patterns, keyboard navigation, screen reader testing, focus management, form accessibility, and automated vs manual…
Categories
Expert code review methodology with structured checklists, severity classification, actionable feedback patterns, and language-specific anti-pattern detection. Code Reviewer is an agent skill from FerroxLabs/wayland. Expert code review methodology with structured checklists, severity classification, actionable feedback patterns, and language-specific anti-pattern detection.
Code Reviewer fits situations like: the user asks about code reviewer; code reviewer best practices; needs guidance on code reviewer implementation; the user needs a different specialized skill.
Run `npx skills add FerroxLabs/wayland --skill code-reviewer -a claude-code`. Or copy the skill folder (src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer in FerroxLabs/wayland) into .claude/skills/code-reviewer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add FerroxLabs/wayland --skill code-reviewer -a codex`. Or copy the skill folder (src/process/resources/skills-library/bodies/skills/software-engineering/code-reviewer in FerroxLabs/wayland) into .agents/skills/code-reviewer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FerroxLabs/wayland --skill code-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/code-reviewer, .gemini/skills/code-reviewer, .github/skills/code-reviewer and .opencode/skills/code-reviewer in your project.
SKILL.md names no scripts, command-line tools or credentials: Code Reviewer is instructions for the agent only. Our summary lists: Python 3.
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.
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.
Code Reviewer is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.9k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Reviewer: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars), Backend Code Review (langflow-ai/langflow, 156k stars) and Understand Diff Analysis (Egonex-AI/Understand-Anything, 85k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
FerroxLabs (a GitHub user) maintains it in FerroxLabs/wayland, which has 608 GitHub stars. The repository holds 1,194 skills in this directory. The repository was last updated on October 6, 2026.
Source: FerroxLabs/wayland on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.