The Collaborative International Dictionary of English v.0.48:

Exhaustibility \Ex*haust`i*bil"i*ty\, n.
   Capability of being exhausted.
   [1913 Webster]

         I was seriously tormented by the thought of the
         exhaustibility of musical combinations.  --J. S. Mill.
   [1913 Webster]