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Oh no! I saw that FB put the metadata into the html but didn't realize they ALSO removed them from the images. I'll look into what's possible!

You can scrape it from the original photo page. I made an extension that does that:

https://github.com/tantalor/fb-photo-meta

There's also https://www.fbexporter.com/, which uses the Facebook API to get the metadata and put it back in the EXIF data, but unfortunately it will only export photos you are tagged in, not all photos you've uploaded.

I made one with EXIF

https://github.com/mohsen1/fb-photo-fetch