At the moment the FAA wants you to register with them. When you register, they will give you a number that you will put on every plane you fly.
FAA requirement are expedited to change in the next few years, nobody knows what those requirements will look like.
I agree AMA membership is not a requirement, I highly recommend it for the liability insurance.