Cerelyze is a valuable resource for engineers- researchers- and academics as it enables them to fully comprehend research papers and efficiently convert them into practical code. By automatically converting the methods described in the paper into Python code or providing step-by-step instructions- Cerelyze saves significant time and effort. Additionally- it allows users to quickly execute an example case to better grasp the concepts presented in the paper. While equations and tables are currently supported- the inclusion of figures is forthcoming. Ultimately- Cerelyze greatly reduces the time required to prototype algorithms and facilitates innovation in product development.