skill-reviewer
Reviews and improves Claude Code skills against official best practices. Supports three modes - self-review (validate your own skills), external review (evaluate others' skills), and auto-PR (fork, improve, submit). Use when checking skill quality, reviewing skill repositories, or contributing improvements to open-source skills.
Best use case
skill-reviewer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Reviews and improves Claude Code skills against official best practices. Supports three modes - self-review (validate your own skills), external review (evaluate others' skills), and auto-PR (fork, improve, submit). Use when checking skill quality, reviewing skill repositories, or contributing improvements to open-source skills.
Teams using skill-reviewer should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/skill-reviewer/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How skill-reviewer Compares
| Feature / Agent | skill-reviewer | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Reviews and improves Claude Code skills against official best practices. Supports three modes - self-review (validate your own skills), external review (evaluate others' skills), and auto-PR (fork, improve, submit). Use when checking skill quality, reviewing skill repositories, or contributing improvements to open-source skills.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# Skill Reviewer Review and improve Claude Code skills against official best practices. ## Setup (Auto-Install Dependencies) Before using this skill, ensure `skill-creator` is installed for automated validation. **Auto-install sequence:** ```bash # 1. Check if skill-creator exists SKILL_CREATOR=$(find ~/.claude/plugins/cache -name "skill-creator" -type d 2>/dev/null | head -1) # 2. If not found, install it if [ -z "$SKILL_CREATOR" ]; then claude plugin marketplace add https://github.com/daymade/claude-code-skills claude plugin install skill-creator@daymade-skills SKILL_CREATOR=$(find ~/.claude/plugins/cache -name "skill-creator" -type d 2>/dev/null | head -1) fi echo "skill-creator location: $SKILL_CREATOR" ``` ## Three Modes ### Mode 1: Self-Review Check your own skill before publishing. **Automated validation** (run after setup): ```bash # Quick validation python3 "$SKILL_CREATOR"/*/quick_validate.py <target-skill> # Security scan python3 "$SKILL_CREATOR"/*/security_scan.py <target-skill> --verbose ``` **Manual evaluation**: See `references/evaluation_checklist.md`. ### Mode 2: External Review Evaluate someone else's skill repository. ``` Review Workflow: - [ ] Clone repository to /tmp/ - [ ] Read ALL documentation first - [ ] Identify author's intent - [ ] Run evaluation checklist - [ ] Generate improvement report ``` ### Mode 3: Auto-PR Fork, improve, and submit PR to external skill repository. ``` Auto-PR Workflow: - [ ] Fork repository (gh repo fork) - [ ] Create feature branch - [ ] Apply additive improvements only - [ ] Self-review: respect check passed? - [ ] Create PR with detailed explanation ``` ## Evaluation Checklist (Quick) | Category | Check | Status | |----------|-------|--------| | **Frontmatter** | name present? | | | | description present? | | | | description in third-person? | | | | includes trigger conditions? | | | **Instructions** | imperative form? | | | | under 500 lines? | | | | workflow pattern? | | | **Resources** | no hardcoded paths? | | | | scripts have error handling? | | Full checklist: `references/evaluation_checklist.md` ## Core Principle: Additive Only When improving external skills, NEVER: - Delete existing files - Remove functionality - Change primary language - Rename components ALWAYS: - Add new capabilities - Preserve original content - Explain every change ``` ❌ "Removed metadata.json (non-standard)" ✅ "Added marketplace.json (metadata.json preserved)" ❌ "Rewrote README in English" ✅ "Added README.en.md (Chinese preserved as default)" ``` ## Common Issues & Fixes ### Issue: Description Not Third-Person ```yaml # Before description: Browse YouTube videos and summarize them. # After description: Browses YouTube videos and generates summaries. Use when... ``` ### Issue: Missing Trigger Conditions ```yaml # Before description: Processes PDF files. # After description: Extracts text from PDFs. Use when working with PDF files or when the user mentions PDFs, forms, or document extraction. ``` ### Issue: No Workflow Pattern Add checklist for complex tasks: ```markdown ## Workflow Copy this checklist: \`\`\` Task Progress: - [ ] Step 1: ... - [ ] Step 2: ... \`\`\` ``` ### Issue: Missing Marketplace Support ```bash mkdir -p .claude-plugin # Create marketplace.json from template ``` See `references/marketplace_template.json`. ## PR Guidelines When submitting PRs to external repos: ### Tone ``` ❌ "Your skill doesn't follow best practices" ✅ "This PR aligns with best practices for better discoverability" ❌ "Fixed the incorrect description" ✅ "Improved description with trigger conditions" ``` ### Required Sections 1. **Summary** - What this PR does 2. **What's NOT Changed** - Show respect for original 3. **Rationale** - Why each change helps 4. **Test Plan** - How to verify Template: `references/pr_template.md` ## Self-Review Checklist Before submitting any PR: ``` Respect Check: - [ ] No files deleted? - [ ] No functionality removed? - [ ] Original language preserved? - [ ] Author's design decisions respected? - [ ] All changes are additive? - [ ] PR explains the "why"? ``` ## References - `references/evaluation_checklist.md` - Full evaluation checklist - `references/pr_template.md` - PR description template - `references/marketplace_template.json` - marketplace.json template - Best practices: https://platform.claude.com/docs/en/agents-and-tools/agent-skills/best-practices
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