Reimburse Educators who Pay for Academic Year Supplies Act of 2013 or the REPAY Supplies Act of 2013 - Amends the Internal Revenue Code to make permanent the deduction from gross income (above-the-line deduction) for the classroom-related expenses of elementary and secondary school teachers.