Method and system for automatically providing graphical user interfaces for computational algorithms described in printed publications

A system and method for providing graphical user interfaces based on computational algorithms described in printed publications. The method includes indexing a first output generated by a container; caching the indexed output in a cache memory; analyzing the printed publication to determine algorithm-indicating information of the computational algorithm; identifying, in the algorithm-indicating information, at least one input and at least one second output; generating at least one GUI element, wherein generating the at least one GUI element includes identifying an association between the printed publication and the container, wherein generating the at least one GUI element further comprises retrieving the first output from the cache memory, wherein the at least one GUI element is generated based on the retrieved first output; and generating executable code, wherein the executable code includes instructions for causing a display of the GUI including the at least one GUI element.