The paper introduces existing OPAC recommendation modules in colleges and universities. Based on characteristics of libraries in medical colleges and universities and in combination with prevailing recommendation technology, it proposes to utilize the algorithm of Mahout of Hadoop Platform to design the library intelligent recommendation system. By embedding the intelligent recommendation system into OPAC, it solves the problem of personalized recommendation and provides readers with active and intelligent personalized services.