This article contributes a novel dataset mapping the partnership literature in the community engagement field and invites scholars of community–academic partnerships in this field to participate in the development of scoping reviews as a way to effectively scan extant literature as they seek to build upon or critique it. This scoping review includes key article-level characteristics regarding the representation of community–academic partnerships within 141 published articles from seven peer-reviewed journals in the community engagement field.