The work aims to explore the design strategy of creative urban furniture design intervention in urban space based on the concept of inclusive co-creation, so as to enhance the inclusiveness and diversity of urban space and solve the real problems such as "no place to sit", "unable to sit", "unwilling to sit" or "no interest in sitting" etc. of the residents resting and entertaining in the public space. The connotation and relationship between micro-innovation, inclusive co-creation and urban furniture were expounded, and a creative urban furniture co-creation design strategy was proposed by combining the principles of community renewal and inclusive co-creation design. Through the case study of furniture design in Fengpu Street, Shanghai and other related design practice cases, the effectiveness of the strategy was verified, and the role and research path of creative urban furniture in the process of community renewal were explored. The innovative design of urban furniture optimized urban space and improved the quality of life of residents, which could be explored and practiced from the design directions of emotional healing, collaborative co-creation, modular combination, commercial empowerment, geographical adaptation and intelligent interaction on the design path of creative urban furniture. Urban furniture design adheres to the inclusive co-creation development mode of "people-oriented", localized and demand-driven design, in order to guide the humanized design of urban furniture and urban space governance from people building to people sharing, to improve the inclusiveness, interactivity, entertainment and sustainability of urban furniture, and to achieve a caring and warm-hearted participatory urban development paradigm.