I don’t know why this is so poorly documented on the web. I guess everyone assumes that it’s so easy, that everyone knows it. Well, I forgot how and spent an hour on the web trying to find out how to start your own rdoc server. Here’s the command for anyone else who might be in my same boat:
$ gem_server