Since third Plenary Session of the Eighteenth CPC Central Committee，community “management” has given way to “governance” and multi-governance has become the mainstream of community governance. But the multiplicity of governing subjects will bring along conflicts and tension，and thus requires community leadership for coordination，integration，and collaborative multi-governance. In this case study on Baibuting community of Wuhan，we described the changes of the dominant force in community governance and on this basis distinguished three types of community leaders：community entrepreneurs，community staff，and community volunteers. We built a community leadership mechanism which combines guiding by individual leadership of community leaders and ruling by organizational leadership of grassroots Party organizations. We also summarized the evolution of community subjects structure and manifestation of multi-governance function induced by community leadership. Finally，we provided suggestions on how to conduct community multi-governance better in terms of giving play to the organizational leadership of community Party organizations and activating the individual leadership of community leaders.