This does not make sense. The Visual GDB documentation says that it installs the required version of Open OCD onto the Raspberry Pi. This is obviously not the case if I need to go and manually install it as you suggest. I am also using the same scripts your example project mentions.
Also, this was working when I was using the trial version but now that I have bought a license and entered that license it no longer works.