FlowReasoner is a query-level meta-agent designed to automate the creation of multi-agent systems tailored to individual user queries by leveraging reinforcement learning with external execution feedback. It enhances basic reasoning capabilities through a multi-purpose reward system, demonstrating improved performance in experiments over existing models. The repository includes installation instructions and configuration details for various machine learning environments.