ForecastBench-Sim is a simulated-world forecasting benchmark using Freeciv game rollouts. It enables continuous or binary forecasts at arbitrary horizons, with intervention worlds for causal questions and rare outcomes, and provides immediate, resolvable feedback for evaluating probabilistic reasoning in dynamic environments.