McCoy Lake is a lake located in Leflore County, Mississippi. It appears on the Colony Town USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 104.82 feet (31.95 m) above sea level. The nearest populated place is Mattoon, approximately 3.1 miles to the NNW.