About Mount Olive Family Medical Center Inc. Mount Olive Family Medical Center Inc is a group practice with 1 location. Currently, Mount Olive Family Medical Center Inc specializes in Emergency Medicine, Family Medicine, Geriatrician and Nurse Practitioner with 18 physicians..