Group inference and reporting of neuroimaging studies require that individual’s features are spatially aligned into a common frame where their location can be called standard. To that end, a multiplicity of brain templates with anatomical annotations (i.e., atlases) have been published. However, a centralized resource that allows programmatic access to templates is lacking. TemplateFlow is a modular, version-controlled resource that allows researchers to use templates “off-the-shelf” and share new ones.