Across the U.S., neighborhoods face disparate healthy food access, which has motivated federal, state, and local initiatives to develop supermarkets in “food deserts.” Differences in the implementation of these initiatives are evident, including the presence of health programming, yet no comprehensive inventory of projects exists to assess their impact. Using a variety of data sources, this paper provides details on all supermarket developments under “fresh food financing” regimes in the U.S. from 2004-2015, including information such as project location, financing, development, and the presence of health promotion efforts. The analysis identifies 126 projects, which have been developed in a majority of states, with concentrations in the mid-Atlantic and Southern California regions. Average store size was approximately 28,100 square feet, and those receiving financial assistance from local sources and New Markets Tax Credits were significantly larger, while those receiving assistance from other federal sources were significantly smaller. About 24 percent included health-oriented features; of these, over 80 percent received federal financing. If new supermarkets alone are insufficient for health behavior change, greater attention to these nuances is needed from program designers, policymakers, and advocates who seek to continue fresh food financing programs. Efforts to reduce rates of diet-related disease by expanding food access can be improved by taking stock of existing efforts.