MathModelAgent automates end-to-end mathematical modeling pipeline

While transforming mathematical modeling into a push-button multi-agent pipeline dramatically lowers entry barriers, it also accelerates the risk of flooding academic competitions and preprints with plausible but mathematically superficial work. The system mirrors real-world competition team dynamics by dividing responsibilities across modeling, code execution, and manuscript drafting agents. Integrating LiteLLM enables support for heterogeneous foundation models alongside code execution sandboxes and charting tools. While serving as a strong prototyping accelerator and benchmark framework, verifying theoretical validity and novel proofs remains a critical human task.