If you were to dream up what a French Mediterranean port would look like it is easily Marseilles.
Not a ton to do here. Enjoy a stroll along the beach. If you get off the ship right as it pulls in you can do two routs of a hop-on-off bus and see everything. Wait to leave until 9 or so and you’ll only be able to do one lap.