McCoy Spring is a spring located in Calhoun County, West Virginia. It appears on the Arnoldsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 848.17 feet (258.52 m) above sea level. The nearest populated place is Rocksdale, approximately 1.6 miles to the WSW.