McCoy Lake is a lake located in Otter Tail County, Minnesota. It appears on the Erhard USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,306.10 feet (398.10 m) above sea level. The nearest populated place is Edwards, approximately 2.2 miles to the NNE.