The Carrier force has kept some of their aircraft, mainly fighters and S-2, but many of the "strike" aircraft are ashore, especially the A-1 which can not refuel. The aircraft that are able to refuel are, as you note, less range sensitive.
There are a few escort carriers in the Channel, but...