Blue Hole Spring is a spring located in Somerset County, Pennsylvania. It appears on the Kingwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,019.25 feet (615.47 m) above sea level. The nearest populated place is Scullton, approximately 1.9 miles to the SSW.