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[Purpose/Significance] The construction of librarians' ability constitutes an important part of the transformation towards smart university libraries, and the evaluation of librarians' service ability can provide the basis for university libraries to carry out professional training for librarians. [Method/Process] This paper establishes an evaluation index system by combing the constituent elements of librarians' ability in the smart library environment. At the same time, the paper combines the analytic hierarchy process (AHP) and TOPSIS to put forward the evaluation model, and proves its effectiveness through empirical research. [Results/Conclusions] This paper will provide theoretical support for the smart librarian evaluation activities of university libraries in China.