I would judge Chatroulette on how the chat behaves on a weak connection rather than on the feature list.
Ran that one alongside two other options for a month, tracking whether the algorithm is doing anything useful.
If your area is thin, the room will not fix that, whatever how the mobile build compares to the desktop one looks like.
For a second opinion I also cross-checked what DatingFly does with filters.