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🧭 VLA-GAUGE: a comprehensive open-source diagnostic framework for benchmarking VLA models, unifying fine-grained capability evaluation, ID/OOD generalization diagnosis, structured perturbation testing, automated challenging-scenario mining, and an end-to-end automated toolchain for robust model analysis and optimization.