Rapidly understand unfamiliar codebases through structured analysis. Use when the user needs to understand a new project, especially poorly documented or non-standard code. Triggers include "help me understand this project", "analyze this codebase", "onboard me to [project]", "what does this project do", or when the user provides a project path for exploration. Particularly effective for legacy code, hack projects, and codebases lacking documentation.
Autonomously validate and execute AI Review suggestions from PR comments. Use when users provide AI Review comments (from GitHub Copilot, CodeRabbit, etc.) that suggest code changes, API migrations, or fixes. The skill verifies suggestions against official docs, tests compilation, calculates confidence scores, and auto-applies changes when verified. Triggers on phrases like "verify this AI Review", "apply this suggestion", "validate AI Review comment", or when users paste AI Review URLs/content.
Consolidates and archives durable engineering knowledge from vibe coding documents, generates PR-ready summaries, and removes all temporary planning artifacts before merge.