miqdadbadjuber/anti-slop

What it solves

Anti Slop is a rulebook designed to prevent AI coding agents from producing "slop"—generic UI elements (like sparkle logos and fake terminals), filler copywriting, and redundant, AI-style code comments. It acts as a filter to remove unwanted generic patterns rather than a style guide that prescribes specific aesthetics.

How it works

The project provides a set of "skills" (folders containing SKILL.md files) that can be integrated into various AI agents. It employs 38 mandatory rules divided into three tiers (Hard Gate, Purpose-Gate, and Quality Locks) and a "Delivery Gate" report that the agent must run before shipping work. It also includes a "Liveliness Toolkit" to ensure results are not sterile.

Users can run it in two modes:

• During: Guides the agent's work in real-time as it builds.
• After: Audits existing work to find and fix slop patterns.

Who it’s for

Developers and designers using AI coding agents (such as Claude Code, Cursor, Cline, and others) who want to avoid the generic, "AI-shaped" output typical of LLMs.

Highlights

• Multi-Agent Support: Compatible with a wide range of agents including Cursor, Claude Code, Cline, and Codex.
• Liveliness Toolkit: Uses dials for Energy, Rhythm, and Motion to prevent sterile output.
• Modular Skills: Specialized filters for UI, copywriting, accessibility (human), and code comments.
• Delivery Gate: A mandatory pass/fail report required before any output is shipped.