The Collaborative International Dictionary of English v.0.48:

Cheirosophy \Chei*ros"o*phy\, n. [Gr. chei`r hand + ?
   knowledge.]
   The art of reading character as it is delineated in the hand.
   -- Chei*ros"o*phist, n.
   [1913 Webster]