Given the instrumental value of good collaborations for societal flourishing, educating for good collaborators (viz., agents who have the motivation and ability to collaborate with others) should be one of the fundamental goals of contemporary education. Still, fostering the growth of dispositions needed for successful collaborations is not explicitly considered to be a first-rate pedagogical goal in most contemporary virtue education programs. To remedy this omission, I propose a virtue-based method for developing good collaborators through an education that involves a mixture of three complementary educational techniques: (1) collaborative problem-based learning; (2) physical education; and (3) direct teaching. Learning through collaborative problem-based learning educates students on the motivations and abilities needed to be good collaborators in epistemic pursuits, whereas physical education teaches learners how to be good collaborators in non-epistemic endeavors, whilst direct teaching ties everything together by giving learners an explicit understanding of the value of good collaborations.