Rough Cove is a valley located in Clay County, North Carolina. It appears on the Rainbow Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,484.04 feet (1,061.94 m) above sea level. The nearest populated place is Tate City, approximately 3.3 miles to the S.