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In the context of a national movement to defund police departments, many American cities are starting to reimagine public safety, as activists demand new practices that maintain safety while minimizing harm, as well as ensuring accountability when harms occur. Drawing on Everyday Peace Indicators methodologies, we argue that “community-centered” measurement, combined with researcher-practitioner partnerships, can help move both researchers and policymakers toward a more meaningful approach to policy design and evaluation. However, the application of community-centered measurement to the context of American policing raises important theoretical and practical concerns—in particular, the question of how community is defined, and who gets to define it. In this article, we ask: how do we define “community” in participatory research contexts where the concept of community is overlapping and contested? Using the example of a recent study carried out in the City of Oakland, we illustrate the complexities of applying a community-centered measurement process to the case of public safety and, more broadly, to police reform in American cities. We conclude with a discussion of both the benefits and limitations of our own approach, as well as a set of considerations for those engaging in participatory research.