Anderson Cave Spring is a spring located in Walker County, Georgia. It appears on the Cedar Grove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,028.04 feet (313.35 m) above sea level. The nearest populated place is Mahan (historical), approximately 1.6 miles to the ENE.