Birdie — another GNOME twitter client — is in the process of being added to Fedora. It is currently on its way to updates-testing for Fedora 20, so please test and add karma!
The birdie upstream actually creates Fedora RPMS, but once it is in Fedora proper, you will be able to install it and use it without having to enable an external repo!