Replying to @jasonzhou1993
I just tried this one, actually very useful for SEO/AEO
Replying to @ChatGPT
@ChatGPT is now a full design tool.
The Superdesign plugin opens a real, editable canvas inside ChatGPT. One prompt can:
→ Extract your live brand
→ Design a landing page
→ Generate artwork
→ Explore 3 flyer directions
→ QA the layouts
If you're already paying for ChatGPT, you get this one for free. It's available now.
Chatgpt -> plugins -> search "superdesign"
Gave 3 frontier models the same random design prompt, one with no template to copy from
Fable 5, GPT 5.6, Kimi K3. Same brief, three completely different worlds.
Who nailed it?
Agree, and it cuts both ways.
When everything looks like the same AI slop, the work with an actual point of view is the only thing people notice.
The trick is making that point of view repeatable: lock the tokens, type scale, and interaction states, then let the agent work within those constraints.
That’s what we’re building with Superdesign ↓
superdesign.dev/librarysuper…
The more everything starts to look like the same AI slop, the more a little personality goes a long way.
I stop for the stuff that feels handmade. A funny landing page, a weird retro app, something with an actual voice.
It's obvious a real person made it and had fun doing it.
That feeling is getting rare, which is exactly why it's worth so much.
this skill is a good start.
every model reaches for the same default stack: inter, purple gradient, three cards in a row.
it’s not bad taste. vague prompts just pull the model toward the average.
give the agent real design rules and the same model produces a much better result.
we baked more of those rules into superdesign, so you can point your agent toward taste without pasting a giant .md.
steal a prompt 👇
superdesign.dev/library
ANTHROPIC JUST CHANGED THE ENTIRE AI-SLOP FRONTEND.
It’s called Frontend Design, the official Anthropic skill for Claude Code.
And it already has 161,000 stars on GitHub.
The problem it solves is simple:
Every time you asked AI to build a website, you got the same thing.
Inter as the font.
Purple gradient.
Generic startup layout.
Eternal AI slop.
Frontend Design kills that.
Forces Claude to pick an aesthetic direction before it touches a single line of code.
And the result completely changes.
You can ask for:
→ brutalist
→ editorial
→ retro-futurist
→ luxury
→ maximalist
And it generates HTML, CSS, JS, React or Vue, production-ready.
How to install:
1. github.com/anthropics/skills
2. describe the website or component you want.
3. pick a style.
4. Claude builds typography, color, motion and composition consistent.
One install. Available across every session.
Works in Claude Code, Cursor, Codex, Gemini CLI, OpenCode and 15+ harnesses.
100% open source. Maintained by Anthropic.
277,000+ installs in a few months speak louder than any review.
Repo 👇
same prompt in claude code. one line different.
"build me a landing page" → the usual slop. indigo button, inter font, three cards in a row.
with the /superdesign skill: real hierarchy, a committed palette, empty + error states that actually exist.
same model, same prompt, one skill.
You don't need to know a single design word to stop your AI app looking like AI.
"Make it clean / modern" tells the model nothing, so it ships the slop.
Easiest fix for non-designers: find one site whose look you love, point your agent at it, then fine-tune from there.
Your job isn't to have taste. it's to point at taste that already exists.
That's great instinct, the model ships the average unless you hand it real design rules.
We've already baked most of the design principles in superdesign, so you don't need to copy and paste a 80,000 character .md file but give your design agent taste.
Check our prompt library to see what it looks like.
superdesign.dev/library
Introducing Slop.md...
A 80,000+ Character .MD File that removes all common AI Slop design language.
- A general guideline, use it anywhere.
- Not a "website maker" but prevents slop design.
- Made by weeks of consistent additions to the .MD of common slop structure by AI in order to prevent it.
> View the video & the site for detail Before and After.
Hopefully it helps you! it's my first ever public ship so I'm very open for any feedback!
Special thanks to @amianthus_ for the landing page inspiration and the idea that I can do a .md release!
and @leodev / @grimcodes for inspiring me to ship publicly as well!






