AgentForge is a flexible low-code platform designed to optimize any parameter set in a reinforcement learning (RL) system.Existing optimization-as-a-service platforms are impractical for RL systems due to the need for manual user mapping of parameters.AgentForge simplifies the optimization process by allowing users to define an optimization problem in a few lines of code.The platform has been evaluated for performance in a vision-based RL problem.