So, this is the difference between Gitter and Slack:
Both apps are up and running, but their windows are closed.
Note how Slack instantly opens with everything rendered and Gitter instead opens a white window and takes few seconds to render.
It happens on all my Mac machines (iMac 5k and rMBP 15)