Mud Lake is a swamp located in Valley County, Montana. It appears on the Milk River Coulee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,575.69 feet (785.07 m) above sea level. The nearest populated place is Wiota (historical), approximately 11.2 miles to the SSW.