UPDATE 2022 thanks to Chris Aelbrecht comment below:
official repo has the SVGs of the latest version for download
https://github.com/FortAwesome/Font-Awesome/tree/master/svgs
original answer:
Just get the ready svg icons from this github repo
They are already flipped and centered as needed
