Catpen Gap is a gap located in Madison County, North Carolina. It appears on the Lemon Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,111.15 feet (1,253.08 m) above sea level. The nearest populated place is Ebbs Mill, approximately 1.3 miles to the SE.