SkillCoach introduces a framework for self-evolving rubrics to improve how LLM agents utilize skill repositories. It addresses the limitations of coarse final verifiers by providing granular evaluation of skill selection, workflow composition, and validation routines. This approach helps agents overcome challenges related to overlapping skills and incorrect operational sequences.