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A lot of cheap Chinese cameras work just fine without ever being connected to the Internet. Look for ONVIF.

ONVIF is getting WebRTC [0]! So you will be able to use it in your LAN (or over ) without using proprietary middleware :)

Challenge for open source developers: make a nice system for using this feature without connecting the camera to the Internet. :)