The OLMo-Eval workbench provides a standardized framework for testing open-source language models during development. It integrates diverse benchmarks to help researchers identify specific model weaknesses quickly. This tool streamlines the iterative loop between training and evaluation. Developers can now pinpoint exactly where a model fails without running fragmented, manual test suites.