You can serve your static files through uwsgi by adding this line to the uwsgi settings:
check-static=/path/to/my/static/files
However, I discovered that it did not set mime types correctly. Apparently, uwsgi checks /etc/mime.types and it was not present on my arch system. The following command fixed the problem:
pacman -S mime-types