Capitola is one of my favorite places to visit. It is easy to get around in a wheelchair. During the summer, a wheelchair-accessible walkway is built and it juts out onto the beach. Most of the restaurants have wheelchair access, and Mr. Toots Coffee House has a specially-made elevator for wheelchair access.
It can get crowded, especially during the summer months, so I've always had tried to go there in the morning.