VA Hospital Quality Report Card Act of 2006 - Directs the Secretary of Veterans Affairs to establish and implement a Hospital Quality Report Card Initiative to report on health care quality in Department of Veterans Affairs (VA) hospitals. Requires the Secretary, at least semiannually, to publish reports on VA hospital quality, including assessments of effectiveness, safety, timeliness, and efficiency.