What are some tips for finding a good gym?

I'm reaallly scrawny and I'm self-conscious about it. I don't even wear shorts outside in the summer. I want to bulk up and I think a gym would be the best place but I'm not sure if I can get over the anxiety, with most people in gyms already in way better shape than me. Anyone have ideas/tips? What kind of things should I look for?