Walnut Creek is a stream located in Johnson County, Missouri. It appears on the Warrensburg West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 678.96 feet (206.95 m) above sea level. The nearest populated place is Blackwater (historical), approximately 1.9 miles to the SE.