If you plan to file jointly, you file your extension jointly. If you plan to file as married filing separately, you would file separate extension. (MFS is almost always the worst way to file your tax returns. Joint filing almost always results in lower taxes or a larger refund, because many deductions and credits are reduced or disallowed when filing separately.)
