Open-Source Eval Frameworks Are Now the Default
OpenAI's Evals repo sits at roughly 18.5k GitHub stars, and it has company. A 2026 comparison counted 11 new open-source eval frameworks that emerged in the past 12 months, stacked on top of established names like DeepEval and Ragas. Benchmarking LLM agents used to mean trusting a
