Skill Reviewer

Skill Reviewer

Performs a rigorous, structured review of agent skill definitions to ensure they are well-formed, discoverable, and effective.

When to Use

• Reviewing a new or updated SKILL.md before merging
• Auditing existing skills for quality and correctness
• Validating that a skill follows best practices
• Improving a skill that isn't being discovered or invoked by agents

Do NOT use when:

• The user wants to create a new skill from scratch — help them author a new SKILL.md instead
• The user wants help writing .instructions.md or .prompt.md files — those are not SKILL.md
• The user wants to review non-skill agent configuration (copilot-instructions.md, AGENTS.md)

Procedure

1. Locate the Skill

• If given a path, read the SKILL.md at that location
• If given a skill name, search for it under skills/, .agents/skills/, .github/skills/, or .claude/skills/
• Confirm the folder exists and contains a SKILL.md

2. Validate Frontmatter

Run every check from the frontmatter checklist. Key checks:

• name field exists, is 1–64 chars, lowercase alphanumeric + hyphens only
• name matches the containing folder name exactly
• description exists and is ≤ 1024 characters
• description contains keyword-rich trigger phrases (not vague like "a helpful skill")
• No YAML syntax errors (unescaped colons, tabs instead of spaces)
• Optional fields (argument-hint, user-invocable, disable-model-invocation) are valid if present

3. Evaluate Description Quality

The description is the discovery surface — it determines whether agents find and load the skill.

• Does it explain what the skill does?
• Does it explain when to use it with specific trigger words?
• Would an agent match it for the intended use cases?
• Are there synonyms or alternative phrasings for discoverability?
• Test: write 3 hypothetical user prompts that should trigger this skill — does the description match?

4. Review Body Structure

• Has a clear When to Use section with specific scenarios
• Has a step-by-step Procedure section
• Procedures are actionable and complete (an agent can follow them without external knowledge)
• References to sub-files use relative paths (./scripts/, ./references/)
• Total body is under ~500 lines (offload to references if larger)

5. Check Progressive Loading

Skills load in three stages. Verify each is optimized:

6. Inspect Resources

• Are scripts/, references/, and assets/ folders used appropriately?
• Are scripts executable and documented?
• Are references focused (one topic per file)?
• Are file references in SKILL.md valid (no broken links)?

7. Detect Anti-Patterns

Flag any of these issues. See anti-patterns list.

• Vague description that doesn't enable discovery
• Monolithic SKILL.md with everything inlined instead of using references
• Name/folder mismatch
• Missing procedures (description without actionable steps)
• Over-broad scope (skill tries to do too many unrelated things)
• Unreferenced dependencies (relies on tools/MCP servers not mentioned)
• No "When to Use" section

8. Produce Review Report

Output a structured review with:

## Skill Review: <skill-name>

### Summary
<one-line verdict: PASS / NEEDS WORK / FAIL>

### Scores
- Frontmatter: ✅ | ⚠️ | ❌
- Description Quality: ✅ | ⚠️ | ❌
- Body Structure: ✅ | ⚠️ | ❌
- Progressive Loading: ✅ | ⚠️ | ❌
- Resources: ✅ | ⚠️ | ❌
- Anti-Patterns: ✅ none detected | ⚠️ minor | ❌ major

### Issues
1. <issue + fix recommendation>

### Strengths
1. <what's done well>

Source: lousy-agents/skills — distributed by TomeVault.