I would actually recommend against starting by launching your project.
Havoc Pennington (GNOME guy) wrote "Working on Free Software" in 1999 to explain why. In my opinion every word there is still valid today, with possible exception of CVS.
http://ometer.com/hacking.html
And you see, it was called "free software" back then, not "open source project". Sigh.