
Those of you who have studied AI know too well about tokens, probabilities and common characteristics of models. It can find slop patterns and build a skill to make sure it never happens again. So how does this work? It analyzes a domain for AI defaults and generates a skill file. It verifies the output to make sure it is different from the baseline.
Introducing UNSLOP!
Stop your AIs from generating SLOP.
For example, ask it to ‘unslop landing pages’.
It’ll generate hundreds of sites and find ‘slop’ patterns, then build a skill to make sure they are NEVER seen again.
Open-source!
Star it here: https://t.co/Vwo8QRjJkQ pic.twitter.com/BSn67kqKff
— Matt Shumer (@mattshumer_) March 18, 2026
This script can take on landing page, html page, UK mock up design as well as writing tutorials, essays, and emails. You can find it on GitHub.

