Edmunds Lake is a reservoir located in Johnson County, Missouri. It appears on the Warrensburg East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 801.23 feet (244.21 m) above sea level. The nearest populated place is Mount Olive, approximately 2.0 miles to the N.