One More Chance to Sign Up Act of 2006 - Amends title XVIII (Medicare) of the Social Security Act to provide for an additional two-month period from June 15 through August 15, 2006, for enrollments in Medicare Advantage plans and in the Medicare prescription drug benefit without any late enrollment penalty.