To me, the telling flavor of bouillabaisse comes from two things: the Provençal soup base—garlic, onions, tomatoes, olive oil, fennel, saffron, thyme, bay, and usually a bit of dried orange peel—and, of course, the fish—lean (non-oily), firm-fleshed, soft-fleshed, gelatinous, and shellfish