Mud Lake is a lake located in Clearwater County, Minnesota. It appears on the Bagley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,430.45 feet (436.00 m) above sea level. The nearest populated place is Bagley, approximately 0.7 miles to the N.