Loss Creek is a stream located in Coffey County, Kansas. It appears on the Neosho Falls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 979.31 feet (298.49 m) above sea level. The nearest populated place is Neosho Falls, approximately 3.6 miles to the SSE.