Deep Creek is a stream located in Pottawatomie County, Kansas. It appears on the Saint Marys USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 937.02 feet (285.60 m) above sea level. The nearest populated place is Saint Marys, approximately 0.8 miles to the E.