The atmospheric composition is likely driven in part by the higher intensity of the Sun. At Mars, it’d have gotten a quarter of the sunlight. That means more water in its atmosphere (as there’s have been less UV to dissociate the water and less light pressure and less solar wind to blow the hydrogen away), less release of CO2 from carbonates, etc.