McPete Point is a cape located in Le Sueur County, Minnesota. It appears on the Waterville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,018.71 feet (310.50 m) above sea level. The nearest populated place is Waterville, approximately 1.5 miles to the SE.