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The aim of this study is to introduce the development of the Chinese Assessment and Evaluation of Physical Literacy (CAEPL), to present the theoretical model of the CAEPL, and to quantify the weight of each domain of the CAEPL. 34 experts took part in the Delphi survey, and 23 experts completed all the three rounds of the survey. Experts’ opinions are used to develop the theoretical model of the CAEPL. The analytical hierarchy process (AHP) was employed for determining the weights of subdomains and items of the CAEPL. The CAEPL is a comprehensive model, including intention of physical activity (IPA), knowledge of physical activity (KPA), motor/sport skill (MSS), behavior of physical activity (BPA) and physical fitness (PF). Specific weights of IPA, KPA, MSS, BPA and PF are 17.25%, 16.23%, 27.01%, 23.72% and 15.79%, respectively. The CAEPL provides an important and useful instrument to measure and improve physical literacy (PL) among young Chinese people. Studies on the feasibility, reliability, validity and sensitivity of the CAEPL should be conducted to improve it in the future.