Wrap it up! Err, in a conditional statement that is.
if ( is_category( 'My Category' ) ) {
echo '<p>' . category_description() . '</p>';
}
That is just a crude example, though. We would need to see your code to give a definitive answer.
Reference: https://developer.wordpress.org/reference/functions/is_category/