Cool Spring is a spring located in Howard County, Maryland. It appears on the Woodbine USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 539.07 feet (164.31 m) above sea level. The nearest populated place is Carrs Mill, approximately 0.5 miles to the SW.