Is WordPress available in Arabic?

Yes: https://ar.wordpress.org

You will only need WPML if you want your site in *multiple* languages.

Otherwise, if you only want your site in Arabic, use https://ar.wordpress.org/

You can find the other available languages listed at https://make.wordpress.org/polyglots/teams/