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I suggest you look at how Fedora infrastructure works. As far as I know, all our infrastructure is hosted on RHEL systems, which includes askfedora, the fedora website, wiki, fedorahosted, bodhi... you name it. The fedora websites work flow should probably be what you're looking for.

I don't know if the servers have graphical desktops installed, but I doubt we have access to them. It isn't required in the defined work flow. I doubt we'd want so many community members using the servers graphical interface and eating computation power needlessly. We do have ssh access (putty is a ssh client). Basically: you develop and make changes on your local system, and only push changes to the main server, like to a git repository.