llama-factory

Quick Review

This skill provides a structured framework for LLaMA-Factory fine-tuning guidance with clear organization and references to detailed documentation files. However, the SKILL.md itself lacks concrete actionable content - the 'Quick Reference' section is empty, and all substantive knowledge is deferred to referenced files (getting_started.md, advanced.md, etc.). The description adequately explains when to use the skill, but a CLI agent would need to view multiple reference files to accomplish tasks. The structure is clean with good organization into references/, scripts/, and assets/ directories. Novelty is moderate - while LLM fine-tuning is complex, this appears to be primarily a documentation wrapper rather than providing unique automation, shortcuts, or cost-saving workflows. The skill would benefit from: (1) populated quick reference patterns with concrete code examples, (2) specific task workflows in SKILL.md itself, and (3) demonstration of how it reduces token costs compared to direct CLI work.