Rankins Gap is a gap located in Bledsoe County, Tennessee. It appears on the Billingsley Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,481.69 feet (451.62 m) above sea level. The nearest populated place is Cold Spring, approximately 2.0 miles to the S.