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Restrictive networks where you can't SSH out.

Restrictive computers where you can't run Putty or SSH (though you shouldn't connect from those anyway, but well).

I can't think of any other reasons.

If you can't SSH out, how does this program get around that fact?

It needs to proxy via either straight HTTP or websockets (I haven't checked which) to be able to serve things up to the browser.