Indeed leaving the README.md and other non-functional files creates a mess of the home directory. But if you would like to add README to your repo, you can move it under .github folder at the root of your repo.
Refer this - https://stackoverflow.com/questions/60507097/is-there-an-overview-of-what-can-go-into-a-github-dot-github-directory