I think the problem is because when you used it the Python community probably still hadn't decided on a one true dependency system like Gems / rvm for Ruby, and Maven for Java. It's been about four years since I've heavily used Python, but hopefully this has been fixed by now.

I don't have this problem on either Ruby or Java.