Language matters quite a bit to those considering contributing. It also provides some context for expectations about performance and reliability thanks to language idioms, features and culture.
But the info is right on the linked page. Somehow I don't think people who haven't even followed the submission link aren't the ones to worry about yet for "potential contributor".