COAgents is a new multi-agent framework designed to tackle complex Vehicle Routing Problems (VRP) more effectively by dynamically constructing a search graph and utilizing specialized agents for solution selection and exploration. Its performance on benchmark tests shows significant improvements over existing methods, particularly in challenging scenarios, indicating a potential shift in optimization strategies for routing problems in various industries.