Cost Integrity and Fairness Act of 2005 - Amends the Internal Revenue Code to: (1) allow a refundable tax credit for the health insurance costs of a taxpayer, the taxpayer's spouse, and dependents; and (2) direct the Secretary of the Treasury to establish a program for making advance payments of credit amounts to health insurance providers.