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looks perfect for my needs, is there any REST API documentation?

Dunno, but you can flash any esp8266 firmware onto it and roll your own API (or other smarts)

I mean write my own script to turn on/off the switch such as using wget or libcurl

Yeah, you could flash a simple Arduino sketch with such an API, and use that, assuming you can't access the in built API