notebooklm

Quick Review

Exceptional skill that provides comprehensive documentation for automating Google NotebookLM queries. The SKILL.md is expertly structured with clear trigger conditions, critical warnings, complete command examples, and detailed workflow guidance. The description accurately captures the skill's value proposition. Task knowledge is thorough with step-by-step instructions, the run.py wrapper pattern, follow-up mechanisms, and troubleshooting. Structure is excellent with logical sections, quick references, and pointers to extended documentation in the references/ directory. Novelty is high as this solves a complex browser automation + authentication + library management problem that would require significant token overhead for a CLI agent to handle repeatedly. Minor deduction on structure only because the SKILL.md is quite long (could be slightly more concise), but this is justified by the complexity. The Smart Discovery pattern for adding notebooks is particularly clever. Overall, this is a production-ready, well-documented skill that significantly extends Claude's capabilities.