Training primary care providers (PCP) to detect early melanoma led to increased melanoma diagnoses, but had little impact on skin surgeries or dermatology visits. This study of more than 1000 melanoma screenings by primary care providers in western Pennsylvania indicates that this training complies with the old medical maxim to “first do no harm.”1