Township of Rock Creek is a civil located in Coffey County, Kansas. It appears on the Waverly USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,131.89 feet (345.00 m) above sea level. The nearest populated place is Waverly, approximately 0.7 miles to the WNW.