What problem does it solve?
It helps teams avoid broken or low-quality AI workflow skills by performing a structured, skeptical audit of a skill directory’s organization, routing, instructions, and completeness.
Core Features & Use Cases
- Eight-dimension review: Orchestration & routing, step sequencing, schema consistency, cognitive load, instruction clarity, documentation alignment, command naming, and error handling.
- Deterministic pre-review checks: Runs structural, YAML frontmatter, reference integrity, and step-sequencing validation to produce evidence-based findings.
- Actionable findings with severity: Classifies issues as CRITICAL/HIGH (blockers) or MEDIUM/LOW (suggestions), and requires each finding to include a concrete improvement.
- Saved review artifacts: Persists reports to .artifacts/skill-reviewer/{skill-name}/review.md (and related artifacts) for repeatable audits.
Quick Start
Ask the AI to review a target skill directory by providing the directory name, for example: Review the docs-writer skill.