Huntsville Medical Clinic Dedicated Care from Your Neighborhood Hospital. The Huntsville Memorial Hospital Medical Clinic was established in 1992 to meet the primary health care needs of the residents of Walker County. It is an ambulatory acute care clinic that provides care for patients of all ages..