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The Institutional Grammar (IG) is used to analyze the syntactic structure of statements constituting institutions (e.g., public policy and social norms) that indicate behavioral constraints. Significant progress has been made in methodologically developing the IG in recent years. Scholars have offered increasingly clear guidelines for IG-based coding, identified unique considerations for applying the IG to different types of institutions, and even expanded its syntactic scope. However, while validated as a robust institutional analysis approach, the resource and time commitment associated with its application has precipitated concerns over whether the IG might ever enjoy widespread use. Needed now in the methodological development of the IG are reliable and accessible (i.e., open source) approaches that reduce the costs associated with its application. We propose an automated approach leveraging computational text analysis and natural language processing. We then present results from an evaluation in the context of food system regulations.