Are there any open source clients for this out there? Also, if someone were to build that, what are the protocols one would even use to get these things talking to each other and reconciling the different accounts quirks
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Besides Beeper, the only consumer bridge hosting service I'm aware of is Element One, but it's only barely maintained, so I'd definitely recommend self-hosting over that.