AI Slop Rubric

AI Slop Rubric is a Frontend skill for Claude Code, published by waybarrios in opencode-power-pack.

482 stars39 forkson waybarrios/opencode-power-packAdded 2026/08/26+2% in starsRepository updated 2026/08/24

ai-agentsanthropicclaude-codecode-reviewcodexcodex-clideveloper-toolsgradiohuggingfacellm-toolsmachine-learningml-trainingopenai-codexopencodepipi-coding-agentpi-packagepluginsecurity-auditskills

Install in seconds

Install AI Slop Rubric

Copy AI Slop Rubric into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/waybarrios/opencode-power-pack/tree/main/skills/ai-slop ~/.claude/skills/ai-slop

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/waybarrios/opencode-power-pack.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/ai-slop/SKILL.md in waybarrios/opencode-power-pack
Installs to: ~/.claude/skills/ai-slop
Collection: One of 25 skills cataloged from this repository
Category: Frontend — 567 skills

What AI Slop Rubric does

AI Slop Rubric defines observable signs of generic or poorly grounded interface design, with severity levels, evidence needs, and repair actions. Use it to review marketing sites, product pages, dashboards, portfolios, and e-commerce layouts.

AI Slop Rubric is cataloged under Frontend on DirSkills. AI Slop Rubric comes from a repository tagged ai-agents, anthropic, claude-code, code-review and codex.

Documentation

README

Excerpt

Scope: marketing sites, product interfaces, dashboards, portfolios, editorial pages, and e-commerce. Complements frontend-design: that skill builds the interface, this one is the detailed rubric for judging whether the result is generic ("AI slop") or genuinely fit for the product.

This is not a universal style guide. It does not ban a visual style merely because AI systems use it often — a gradient, card grid, serif headline, glass surface, or dark theme may be appropriate. It becomes a slop signal when used by reflex rather than because the product, audience, content, interaction, or brand requires it.

MUST/MUST NOT are required for acceptance; SHOULD/SHOULD NOT are default rules whose deviations need a written rationale; MAY is optional and context-dependent.

1. Core definition

This is the opening of the README. Read the full README on GitHub.

Frequently asked about AI Slop Rubric

What else does waybarrios publish alongside AI Slop Rubric?
AI Slop Rubric is one of 25 skills that DirSkills catalogs from waybarrios/opencode-power-pack, the repository it ships in. Its siblings there include AWS Context Discovery, Agentic Actions Auditor and Agents MD Revise. Each one is a separate skill with its own page in this directory, installs the same way AI Slop Rubric does, and is maintained by waybarrios in that same repository. The rest of the collection is listed on the waybarrios/opencode-power-pack page.
How does AI Slop Rubric compare to other Frontend skills?
AI Slop Rubric ranks #523 by stars among the 567 Frontend skills in this catalog. The most-starred ones next to it are Angular Developer, Android Clean Architecture and Accessibility. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of AI Slop Rubric against them. Open each page to compare what they document and how they install.