Preparing Excellent Teachers Act of 2006 - Authorizes the Secretary of Education to make grants to states and local educational agencies to establish and support teacher mentoring programs to attract and train teachers of exceptional ability who are mid-career professionals or recent college graduates. Places limits on the amount, number, and distribution of such grants.