If you've heard good things about fish oil, check with your doctor before trying it. It’s rich in omega-3 fatty acids that can help with joint pain or tenderness. But it can be hard on your stomach … and your breath. Some versions of this supplement may contain toxic amounts of mercury or vitamin A, as well.