Mud Lake is a swamp located in Todd County, Minnesota. It appears on the Lake Osakis East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,331.93 feet (405.97 m) above sea level. The nearest populated place is Gutches Grove, approximately 4.1 miles to the NE.