Audra State Park
There is a great swimming spot just below the big rapid under the bridge as well as many other swimming spots along the scenic Middle Fork River. State Park Map (pdf)
Audra State Park is located in Eastern West Virginia near Elkins.
(See Google Maps below for specific directions.)
Audra State Park, Rt. 4 Box 564, Buckhannon, WV 26201