Rankins Cove is a valley located in Bledsoe County, Tennessee. It appears on the Billingsley Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 912.07 feet (278.00 m) above sea level. The nearest populated place is Cold Spring, approximately 1.5 miles to the SSW.