Cole Creek is a stream located in Mitchell County, Kansas. It appears on the Blue Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,437.01 feet (438.00 m) above sea level. The nearest populated place is Blue Hill, approximately 6.1 miles to the WSW.