There are tools like https://google-webfonts-helper.herokuapp.com/fonts which will get you the needed css.
The tool you linked does not solve the same problem, as the problems isn’t file types but URIs. Google is able to provide the tiniest possibly font files by hinting them for the specific browser/platform requesting them. We never consistently or predictably know the resultant URI of a Google Fonts-hosted font file. Here is a Tweet to the same effect from two days ago. Believe me, I’ve researched this :(
If performance is your utmost priority, forego web fonts entirely. If you value performance but want the benefit of a web font, self-host your CSS and fonts. If the convenience of Google Fonts is appealing, the suggestions here can improve first-paint performance. Different projects will have different trade-offs.
Faster still is to use already installed fonts, as others have noted. But don't use "system" fonts if that means UI fonts like San Francisco or Segue. Exploit the rich font options on the desktop: Georgia, Sitka Text (Windows 8.1+), Calibri, Hoef, etc. Bootstrap and Medium started a ridiculous fad of using system UI fonts for body text. There are actual body text fonts available people.