San Mateo Spring is a spring located in Socorro County, New Mexico. It appears on the Vicks Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 9,209.22 feet (2,806.97 m) above sea level. The nearest populated place is Cherryville (historical), approximately 10.8 miles to the W.