A processor may generate a UI. The processor may instantiate a plurality of collectors. Each collector may be configured to collect data in real time from a separate one of a plurality of data sources. Each data source may include a different type of data relating to at least one of a plurality of software delivery pipeline tasks. The processor may separately and continuously collect data from each of the plurality of data sources using the plurality of collectors. The processor may separately and continuously analyze the stored data from each of the plurality of data sources to generate a plurality of code quality metrics for the plurality of software delivery pipeline tasks. The processor may continuously report the plurality of code quality metrics through the UI.