The Collaborative International Dictionary of English v.0.48:
Skin-deep \Skin"-deep`\, a. Not deeper than the skin; hence, superficial. --Lowell. [1913 Webster]WordNet (r) 3.0 (2006):
skin-deep adj 1: penetrating no deeper than the skin: "her beauty is only skin-deep"