An advanced multi-agent system for clinical decision support, enabling precise phenotypic prediction by integrating (hierarchical) multi-modal deviation maps and non-tabular electronic health records. Our current system is optimized for neuropsychiatric phenotyping with data from the UK Biobank; developed as part of an internship project.