A basic soldering kit could be as simple as a soldering iron and some solder, but if you're going to get into it, your kit will eventually have some or all of the following: helping hands, desoldering wick, wire snippers, wire strippers, solder sucker, and a stand to hold your soldering iron so you don't set anything on fire.
Thanks to Lady Ada for the photo.