So I did it. The verdict – very easy and friendly. Running one console command I copied & pasted from the Installing Meteor page.
I did that on OS X and on Ubuntu Linux (14.04). On both platforms it worked smoothly. Haven’t tried Windows, since I don’t do development on Windows these days.
At the time of writing, the current Meteor version was 1.2.1.