smevals: A Lightweight Eval Harness You Can Run with uvx

JeremyCMorgan · x · 2026-08-06

smevals is a lightweight eval harness that can be run entirely with uvx. It supports defining tasks in YAML, running across multiple models, separating grading from execution, and generating static HTML reports. The tool aims to provide a sane eval vocabulary without platform lock-in, making it easy to build and run eval suites.

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