Corn Creek is a stream located in Phelps County, Missouri. It appears on the Yancy Mills USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 803.81 feet (245.00 m) above sea level. The nearest populated place is Yancy Mills, approximately 2.0 miles to the SE.