NAIP Manifest file for model iteration

I am trying to run a trained model over every parquet of the most recent year for every state and was wondering if there was a manifest of file names I could use to loop over? I tried using boto3 but it couldn't recognize the base URL of the repository. If a file exists or if there is a better manner of completing this, I would really appreciate it. 