Our modular and versatile data analysis framework, MADAP , capable of analyzing a variety of electrochemical protocols, is integrated into our high-throughput automated workflow. It enables the real-time transformation of raw measurement into analyzed results for each experiment. The strength of this framework lies in its ability to simultaneously plot the raw and processed data (Fig. , Section Analysis). It also generates reports and summaries in compliance with FAIR principles, with protocols formatted JSON and CSV files for individual experiments. MADAP capabilities offer a rapid assessment of experimental quality and can yield valuable scientific insights .