With the continuous development of meteorological numerical models, the demand for high performance computing services sees a drastic increase. In order to provide a stable and efficient application platform, we carry out tasks for establishing and implementing meteorological high performance computing application service environment. This article conducts thorough analysis of application requirements and explains the design, planning and initial implementation of service environment building programs, including unified planning of system and application process, component based software framework and a rich set of tools, and provide strong technical support for the development of meteorological numerical model operations and research work.