We introduce a unified metric set for evaluating LLM tutors by inductively coding 177 recent literature-based metrics and scoring tutoring dialogues with three LLM judges. Exploratory factor analysis identified five constructs and a strong general factor. We present the resulting 10-category, 41-item framework for confirmatory analysis and human validation.