Chronic health conditions are among the leading causes of death and disability in the United States; rehabilitation interventions largely neglect the psychosocial and behavioral factors that influence poor physical activity and disability. Evidence supports the use of behavior-based interventions to produce long-lasting physical activity changes among older adults with complex health conditions, yet these are not readily used within rehabilitation practice.