From what I read, gathering seaweed is allowed up to 10 pounds wet weight (whew!)(https://wildlife.ca.gov/Conservation/Marine/Kelp/Recreational-Harvest).
Found that picture online that summarizes every species. Everything has to be collected by hand, no knife, and a sports fishing permit is...