The paper constructs a library performance evaluation model of a university under the consideration of library catalog. It provides an accurate and easier portrayal for quantifying the multiple attributes quality loss using a Taguchi loss function for performance evaluation and these quality losses are also transferred into one variable for decision making by an Analytic Hierarchy Process (AHP). An example for a library performance evaluation is also presented to demonstrate the model's working.