We use Ilastik, an open-source AI, to assess Urban Green Spaces through the E-Co-Flourishing framework, which connects ecological health with collective human wellbeing. Quantifying visual features and validating them with youth perspectives from Oxford Neurosec Living Labs supported developing inclusive tools for urban mental health and wellbeing research.