Peter Cove Creek is a stream located in Madison County, North Carolina. It appears on the Sams Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,677.50 feet (816.10 m) above sea level. The nearest populated place is Foster Creek, approximately 1.5 miles to the SSW.