I have PHPStorm installed with the Angularjs plugin.
Unfortunately, I still don't get any autocomplete. The IDE still doesn't know about angular.module or others.
Do I need to activate the Angularjs support per project or were could the problem lie?
You need to have both
Nodejs Plugin enabled and installed.