Panther Creek is a stream located in Miller County, Missouri. It appears on the Saint Anthony USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 539.62 feet (164.48 m) above sea level. The nearest populated place is Capps, approximately 1.3 miles to the ESE.