I installed a no-frills, pre-fab metal unit a few years back and it worked great. It was pretty inexpensive but it was just black painted steel. I fashioned nice oak treads and it looked great. These are pretty widely available. If you must go with wood, There are some pre-fab wooden units available.
here is a link I found:
Most stair work is beyond do it yourselfer range of skills, The