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Api tokens were type correctly, but somehow the setting in the RhoConnect application was not used. Instead some generated token like '123456789abcdef' was used.
At the moment I installed the new release of RhoMobile Suite (2.0.5, released yesterday), started a new RhoConnnect application and changed the api_token setting. It now seems to work.
Correct, running rhoconnect in "plugin mode" you can either just start it up and fetch the token from the web console or start it with the "API_TOKEN" environment variable and then use that in your plugin.