slop-eval-cli is an open-source CLI tool that scores AI-generated UI for genericness using an Anthropic LLM-judge rubric. It supports JSON output for CI pipelines and agent quality gates, targeting developers and designers working with AI-generated interfaces.
In the LLM eval & observability space, slop-eval-cli takes a focused approach. Automatically evaluating the quality and uniqueness of AI-generated UI using LLM-based rubrics. slop-eval-cli is an open-source project aimed at AI UI designers and developers. The project is open source (Apache-2.0). The product ships for the command line, and it can be self-hosted.
It is developed by Rudrendu Paul, and the product first shipped in 2026. The project is developed in the open on GitHub with 13 commits in the last 90 days. Among its 5 catalogued features are UI evaluation, genericness scoring, and Anthropic LLM rubric.
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