Phelps Creek is a stream located in Meade County, Kentucky. It appears on the Olney USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 411.58 feet (125.45 m) above sea level. The nearest populated place is Pumpkin Center, approximately 1.4 miles to the SSE.