Medicare Drug Cost Credibility Act of 2005 - Provides that, if the net mandatory outlays for the Medicare prescription drug benefit for a fiscal year exceed the original Congressional Budget Office estimate of such benefit for that fiscal year, the Secretary of Health and Human Services shall utilize negotiating authority in order to reduce the acquisition cost for prescription drugs.