McElhany is an unincorporated community in southern Newton County, in the U.S. state of Missouri. The community is on U.S. Route 71 approximately five miles south of Neosho. A post office called McElhany was established in 1896, and remained in operation until 1911. The community has the name of the local McElhany family.