SK

skill-reviewer

Review tool for ensuring AI agent skills adhere to official best practices, with automated PR generation capabilities.

Install

mkdir -p .claude/skills/skill-reviewer && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/2821" && unzip -o skill.zip -d .claude/skills/skill-reviewer && rm skill.zip

Installs to .claude/skills/skill-reviewer

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

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.
330 chars✓ has a “when” triggerlonger than Claude Code's old 250-char listing cap (fine on current versions)
Intermediate

Key capabilities

  • Perform automated self-review of skill documentation
  • Evaluate external skill repositories for best practices
  • Generate additive improvement pull requests
  • Validate YAML, schema, and internal paths
  • Check instruction-style heuristics and directory structure

How it works

The reviewer uses bundled scripts to validate skill structure and documentation against a checklist, delegating schema checks to a canonical validator. It enforces an additive-only principle for all suggested improvements.

Inputs & outputs

You give it
Target skill directory path
You get back
Review report or pull request

When to use skill-reviewer

  • Validate my skill documentation
  • Review an external agent skill
  • Generate improvements via pull request
  • Check skill adherence to best practices

About this skill

Skill Reviewer

Review and improve Claude Code skills against official best practices.

Quick Start

Run the bundled reviewer with PyYAML declared explicitly through uv:

uv run --with PyYAML python <this-skill-path>/scripts/review_skill.py <target-skill-path>
uv run --with PyYAML python <this-skill-path>/scripts/review_skill.py <target-skill-path> --json

The reviewer delegates YAML, schema, and internal-path validation to the canonical skill-creator validator bundled in the same suite. It then checks frontmatter quality, directory structure, SKILL.md size, hardcoded paths and secrets, script hygiene, subagent_type validity, and instruction-style heuristics.

Interpret exit codes as follows: 0 = clean, 1 = warnings only, 2 = review errors, 3 = invocation or runtime failure. Codes 1 and 2 describe the target skill; code 3 means the reviewer could not complete a trustworthy review.

Use the sibling skill-creator scripts for the deeper security scan and packaging checks.

Three Modes

Mode 1: Self-Review

Check your own skill before publishing.

Automated review:

uv run --with PyYAML python <this-skill-path>/scripts/review_skill.py <target-skill>

Extended security validation:

# Security scan
uv run python <this-skill-path>/../skill-creator/scripts/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)

CategoryCheckStatus
Frontmattername present?
description present?
description in third-person?
includes trigger conditions?
Instructionsimperative form?
under 500 lines?
workflow pattern?
Resourcesno 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

# Before
description: Browse YouTube videos and summarize them.

# After
description: Browses YouTube videos and generates summaries. Use when...

Issue: Missing Trigger Conditions

# 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:

## Workflow

Copy this checklist:

\`\`\`
Task Progress:
- [ ] Step 1: ...
- [ ] Step 2: ...
\`\`\`

Issue: Missing Marketplace Support

Adding or validating marketplace.json (plugin boundaries, source/skills layout, whether skills are independently toggleable) is the marketplace-dev skill's domain — don't author it from a template here. Invoke daymade-claude-code:marketplace-dev, then follow its workflow and its cache and source patterns reference.

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

When not to use it

  • Authoring marketplace.json files
  • Performing deep security scans without sibling tools

Prerequisites

uvPyYAML

Limitations

  • Cannot delete files or remove existing functionality
  • Requires manual evaluation for non-automated checklist items

How it compares

Unlike manual review, this tool automates the verification of best practices and provides a standardized workflow for submitting additive improvements via pull requests.

Compared to similar skills

skill-reviewer side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
skill-reviewer (this skill)11moReviewIntermediate
agentic-eval66moNo flagsAdvanced
skill-judge16moNo flagsAdvanced
behavioral-modes36moNo flagsBeginner

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