Muleshoe Canyon is a valley located in Otero County, New Mexico. It appears on the Alamogordo South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,392.23 feet (1,338.75 m) above sea level. The nearest populated place is Boles Acres, approximately 3.3 miles to the WNW.