Some you do and some you don't. If you can put the pitman arm puller on and remove the pitman arm then leave the gear box alone. If the puller won't fit on it Then remove the gear box.
Writing from experience I can say you don't "need" to but I would highly recommend it. putting some straw,hay, lawn clippings or another form of padding will reduce the number of eggs your chickens...