What is the proper way to include a PHP framework into my theme?

It is that simple. Code away!

if it’s in a plugin I do this:

$plugin_url = plugin_dir_url( __FILE__ );
include_once($plugin_url . 'inc/twitter.php');

if it’s in a theme file

include_once(get_stylesheet_directory_uri().'inc/twitter.php');