Kansas City Internal Medicine is a group practice with 4 locations. Currently, Kansas City Internal Medicine's 35 physicians cover 15 specialty areas of medicine. Kansas City Internal Medicine Office Locations. Kansas City Internal Medicine. 5401 College Blvd Ste 110 Overland Park, KS 66211 (816) 943-0706..