Horseshoe Cave Canyon is a valley located in Quay County, New Mexico. It appears on the Wheatland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,349.95 feet (1,325.86 m) above sea level. The nearest populated place is Pleasant Valley (historical), approximately 4.5 miles to the N.