wordpress-importer-extended

It didn't work first and didn't throw an error message. Reading the instructions again that come with the plugins' readme I added define('WP_LOAD_IMPORTERS', true); to my wp-config.php and it worked like a charm. Make sure to add define('WORDPRESS_IMPORTER_EXTENDED_FETCH_ATTACHMENTS', true); if you'd like to import attachments as well.