According to their documentation here in order to run PHP scripts with uWSGI the uwsgi php plugin should be installed. However their documentation point only how to do it on Ubuntu 10.04, not hints at all on how to install it on 12.04. There is a package for 13.10 which does not work in our case.
Did somebody else solved it somehow and brought this plugin up and running on a 12.04 system?