Mud Lake is a reservoir located in Powell County, Montana. It appears on the Conleys Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,116.01 feet (1,559.36 m) above sea level. The nearest populated place is Prison Farm, approximately 5.3 miles to the E.