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From looking at the twitter card validator it seems like we are correctly pulling some information from the binder link, but it looks from this SO post that the open graph images will only work with absolute URLs.
So let's try coding an absolute URL for mybinder.org in there
https://stackoverflow.com/questions/9858577/open-graph-can-resolve-relative-url
In the future perhaps we can expose a template variable like base_url though I'm not sure how to actually set that variable