Medigap Access Improvement Act of 2006 - Amends title XVIII (Medicare) of the Social Security Act to provide for guaranteed issue of replacement Medicare supplemental (Medigap) policies for beneficiaries under age 65 upon first enrolling under part B (Supplementary Medical Insurance) of Medicare.