This systematic review includes 125 peer-reviewed education-research articles that employ a LatCrit framework (from a search including articles published from 1995 to 2020). The author examines how the literature utilizes LatCrit and advances ideas about race, Latinxs, and Latinidad in education. The author presents significant patterns and divergences in the literature's strengths, challenges, and tensions. Some strengths include detailing Latinxs' experiences and valuing experiential knowledge. The author problematizes four research practices: (1) describing LatCrit with select tenets of CRT; (2) not defining race or other relevant concepts (language, culture, etc.); (3) claiming Latinxs are unique because of their multidimensionality; and (4) exceeding LatCrit's scope by rationalizing the study's use of LatCrit because its participants are Latinxs. The author argues that these complications lead to a paradox: even though LatCrit emerges from critical race theory and is described as for Latinxs, the literature largely undertheorizes race and lacks clarity about conceptualizing Latinxs as a racialized group. The author recommends four framing ideas that are particular to LatCrit and that help advance the specificity of Latinidad in education.