This article employs positive psychology as the theoretical framework to discuss the pathways and methods of mental health education for graduate students. It analyzes the potential mental health issues that graduate students may face, as well as the role of positive psychology in enhancing the mental health levels of graduate students. Based on this analysis, the article proposes a series of effective mental health education pathways, aiming to provide theoretical support and practical guidance for the mental health education of graduate students.