Woolsey Branch is a stream located in Madison County, North Carolina. It appears on the Hot Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,399.62 feet (426.60 m) above sea level. The nearest populated place is Stackhouse, approximately 0.1 miles to the NE.