Yep. That means you have a hole in your diaphragm. Your booster may continue to work for a while, but eventually your vacuum leak will get bad enough that you will lose your power brakes. It's an easy fix...If you have never done it before, grab a Chilton's. It will give you a step by step...
Good luck!