Abstract

Evaluate hook security, performance, and SDK compliance. Use for audits.

Evaluate Claude Code rules in .claude/rules/. Use for frontmatter, globs, and quality audits.

Evaluate Claude skill quality through auditing. Use when reviewing or auditing skills.

Review plugin quality with tiered checks and dependency scoping. Use for PR and pre-release audits.

Build composable skill modules with hub-and-spoke loading. Use when token budget is tight.

Provide reusable patterns for validation, error handling, scaffolding. Use for skill consistency.

Guide creating Claude Code skills with TDD and persuasion principles. Use for new skill development.

Select hook scope (plugin, project, global) by audience. Use when authoring a hook.

Test skills via TDD in fresh subagents. Use when validating behavior or preventing bias.

Detect friction signals; graduate patterns into rules. Use for session retrospectives.

Audit Skill() refs; detect hubs, isolates, and dangling targets. Use when auditing skills.

Surface expert frameworks. Use when creating or evaluating skills, hooks, or agents.

Assess whether to escalate models. Use when evaluating reasoning depth.

Analyze and improve the improvement process. Use for detecting regressions and meta-optimization.