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scFM BenchScope is an agentic evaluation framework for single-cell foundation models (scFMs), designed to assess both representation quality and clinical-task utility. It benchmarks models across biological conservation, batch mixing, and classification performance using diverse cancer datasets and clinically relevant prediction tasks