You really need to be careful with weight loss supplements, as they can do more harm than good. Some of the common supplements for weight loss include green tea extract, probiotics, and grapefruit essential oil. Matcha tea also has some research showing it can help with weight loss, but you need to be careful not to prepare it with sugar.