Panther Creek is a stream located in Bates County, Missouri. It appears on the Rockville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 704.56 feet (214.75 m) above sea level. The nearest populated place is Rockville, approximately 2.1 miles to the NE.