Composite mud additives are drilling fluid additives composed of two or more chemical components with different functions, blended in a specific ratio. They are designed to synergistically exert multiple effects, such as reducing filtration loss, increasing viscosity, inhibiting shale hydration, stabilizing the wellbore, and improving rheological properties.