Horseshoe Creek is a stream located in Jackson County, Missouri. It appears on the Bates City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 751.31 feet (229.00 m) above sea level. The nearest populated place is Oak Grove, approximately 2.6 miles to the SSW.