Despite some hunting around, I was unable to find the HTML code to add a simple WordPress login form. The PHP function doesn’t allow you to use placeholders in the input fields, which isn’t ideal.
Here’s a simple HTML form with placeholders that you can use to put a custom login form anywhere on your WordPress website. Be aware that if a user enters incorrect information they will be re-directed to wp-login.php.