multi-system

UrbanAgent is a tool-augmented agent framework that uses LLMs with code execution, API calls, and MCP to handle cross-system urban requests. The authors also introduce UrbanEval, a benchmark for evaluating task results and execution quality, achieving 71% success rate over baselines.