What are the frameworks used in scientific endeavours? Given that scaling is not an issue, something like Rails for science seems like it could potentially retu

What are the frameworks used in scientific endeavours? Given that scaling is not an issue, something like Rails for science seems like it could potentially return many $(B/M)illions of dollars for humanity.