Tried with `esc_url_raw()` here, as the Codex page for it specifically gives `wp_remote_*()` as a valid usage of it. However, I think it struggles with the JSON format of data passed through the `GET`, and the server gives a 500 response instead. If it's something wrong on the server than can be fixed, then changing this here would be a bit more safer.