Add the following option in your wp-config.php file to save your FTP information.

define ( 'FTP_USER', 'username' ); 
define ( 'FTP_PASS', 'password' ); 
define ( 'FTP_HOST', 'ftp.yourdomain.com:21' );

For FTP_HOST, make sure you add the port after the hostname.