I haven't found any solution working so far :( What I've tried so far was follow steps from the [manual](https://github.com/rabbitvcs/rabbitvcs).

First I installed all required packages (at least I think so, naming isn't always the same) . 
List of packages:

* pygtk2 (2.24.0-9)
* python-configobj (4.7.2-7)
* pygobject2 (2.28.6-11)
* pygobject3 (3.8.2-6)
* python-simplejson (3.3.3-1)
* pysvn (1.7.6-10)
* subversion-python (1.8.11-1)
* subversion (1.8.11-1)

Second i tried running `setup.py install` where I was getting error on line 165 when icon cache is deleted and recreated. I couldn't find `gtk-update-icon-cache-3.0` executable on my distro so I just changed the executable name with `gtk-update-icon-cache`. Not sure if that is the right way or not. 
Note: No rabbitvcs binary was found after running `setup.py install` command. I think the `setup.py` script could be a little more verbose :)

From there I followed nautilus-3 README. I couldn't find any nautilus-python package. Not sure how to deal with this problem, any hints? I did find this [link](https://git.gnome.org/browse/nautilus-python/), but I don't know what to do with it. I ignored the missing package and created `/usr/share/nautilus-python/extensions` manually and copied the `RabbitVCS.py`. Restarted nautilus without success :|

It's a shame no one is dealing with this problem, since the damn Windows got me hooked with tortoisesvn and unfortunately I also had to switch from CentOS 6 to CentOS 7.