The OMEGA framework generates novel ML classifiers that outperform scikit-learn baselines across 20 benchmark datasets. It integrates meta-prompt engineering with executable code generation to automate the research pipeline. Practitioners can now deploy these generated models via a dedicated Python package. This proves LLMs can discover competitive algorithms without human intervention.