Credibility :: Credibility (n.) The quality of being credible; credibleness; as, the credibility of facts; the credibility of witnesses..
Edibility :: Edibility (n.) Suitableness for being eaten; edibleness.
Incredibility :: Incredibility (n.) The quality or state of being incredible; incredibleness.