Community policing is a widespread paradigm around the world, and many developing countries are now evolving and formalizing community policing (COP) models. This paper addresses how the contextual features influence the design of COP models and the potential implications of these models in a post-colonial developing country. It examines two contested national COP initiatives in Kenya. The County Policing Authority (CPA) provides the legal framework for COP in the new Kenyan Constitution, and Nyumba Kumi (NK) is a neighborhood watch initiative. The Kenyan case shows how COP strategies are changing due to shifts in the contextual features and how the range of contextual features interact with each other. In Kenya, COP is strongly tied to politics and power structures, and these are highly influenced by ethnicity. The Kenyan COP strategies follow the political dividing lines in the country. There are contrasting ideological perspectives on security structure that can roughly be characterized as one supporting the decentralization of security (CPA) and another favoring centralization (NK). The history of tension and violence between ethnic groups restricts the President’s willingness to decentralize security and completely embrace the CPA strategy. In contrast, the rising threat of terrorism and violent extremism has led the government to emphasize COP strategies, with a focus more on surveillance and information flow than on democratization and police reform. Thus, COP has become more of an instrument for surveillance than a tool for protecting the citizenry. We argue here that COP models building on such criteria are counterproductive and are likely to fail due to their own limitations.