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So it's a git post-receive hook that parses a Procfile and starts your app?

It's probably a pre-receive hook. That's how Dokku works. It's easier to abort the deploy this way.

I don't think they were being serious. :)

Oh really? I've always used post. Can you elaborate or link to something that exemplifies the pre method?