From the Wikipedia page, I thought SQP used second-order information of the objective function, though only the gradient from the constraints. Am I missing anything?
Great remark: the Wikipedia page is wrong! I fixed it 
You take the Hessian of the Lagrangian, not of the objective. It captures curvature of both the objective and the constraints.