Township of Rock Creek is a civil located in Pottawatomie County, Oklahoma. It appears on the Earlsboro USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,026.78 feet (312.96 m) above sea level. The nearest populated place is Neal, approximately 3.3 miles to the E.