Stump Cave Branch is a stream located in Powell County, Kentucky. It appears on the Slade USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 753.21 feet (229.58 m) above sea level. The nearest populated place is South Fork (historical), approximately 0.4 miles to the WSW.