What kind of doctor specializes in joint stiffness?

You will likely want to visit a general practice first as they would be better equipped to identifying if the problem is just your joints or if it is another issue that just shows symptoms in your joints. If you do need to see someone that specializes in joints then the general practitioner should be able to provide you with a referral.