AI GameStore is a scalable open-ended AI evaluation platform that transforms popular human games into rigorous benchmarks for AI models. By combining LLM-driven game generation with human-in-the-loop refinement, AI GameStore aims to continually sample from the Multiverse of Human Games to provide a diverse suite of environments and tasks for evaluating human-like general intelligence in AI agents and understanding their cognitive capabilities.