Ok, this is a very old report. If I remember correctly, I took a taxi out to Mysterious Island, but once I was there found a bus stop with a bus schedule next to it and used that to get back to the city.
Yes, it's Jiuzhou Port. There used to be a small bus station connected directly to it, but...