This article unpacks different meanings of visibility and adds to a more complex and nuanced understanding of visibility and its role in LGBT + activism in Uganda, a widely discussed case of political homophobia. Public visibility has a central, although contested, role here. The study aims to explore how visibility is understood and navigated by local LGBT + activists, unaffiliated people with same-sex desires, as well as international development partners. Interviews conducted in Kampala from December 2021–January 2022 reveal different and complex narratives surrounding visibility. Local unaffiliated individuals and activists agreed on the importance of making the LGBT + rights struggle more visible. This, however, did not translate into a wish to “come out” themselves. International development actors expressed a need for caution regarding their own visibility, mindful that explicit and visual support may generate accusations of neo-imperialism.