Next AI Draw.io
draw.io diagrams your AI agent draws on a live browser canvas that you can also edit by hand
Description from the maker (original English)
Checks UI code for AI-default design patterns and gives the fix. By Precious Studio.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://sloppatterns.com/mcpRun this in your terminal
claude mcp add --transport http slop-patterns https://sloppatterns.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"slop-patterns": {
"url": "https://sloppatterns.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"slop-patterns": {
"type": "http",
"url": "https://sloppatterns.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://sloppatterns.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Tool names and descriptions exactly as the server reported them on Nov 10, 2026. The maker wrote them, not us; we show them as plain text.
check_designCheck a snippet of CSS, HTML or JSX against the Slop Patterns library and return every AI design anti-pattern it matches, with the fix for each. Covers the 101 documented patterns that have a mechanical tell. Useful for reviewing generated UI code.
list_patternsList the whole Slop Patterns taxonomy: code, id, name and one-liner for every documented AI design anti-pattern.
get_patternGet one full pattern entry by id or code (e.g. "a1" or "the-unchosen-gradient"): what it looks like, why the tools produce it, who it hurts, the fix, sources.
changelogThe library version, what each release added or changed, and how patterns are versioned. Use it to cite a specific version of Slop Patterns.
search_patternsPlain-language search across the library. "gradient headline" returns A10 Gradient Text Headline.
report_patternReport an AI design anti-pattern that is NOT yet in the library, for a design failure seen repeatedly that a search of the library does not find. Reports are reviewed by a human before anything is published, and published entries credit the reporter.
whyReturn only the causal explanation for one pattern — which model, tool or template default produces it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026
The registry name was verified against the domain sloppatterns.com (the registry checks domain ownership)
Code last changed yesterday
We have not read this repo from GitHub yet
Responded in 211 ms (HTTP 200)
No sign-in needed
Read 7 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 4 of 4 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed yesterday, and the latest version (1.2.1) reached the registry 29 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Next AI Draw.io, Pascal 3D Editor, screenpipe
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
draw.io diagrams your AI agent draws on a live browser canvas that you can also edit by hand
Create, inspect, validate, and save editable 3D building scenes with Pascal's MCP server.
Search your local screen recordings, audio transcripts, and computer activity from screenpipe.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
A public library of AI design anti-patterns: what they look like, why the tools produce them, and what to do instead. Live at sloppatterns.com.
patterns.json, the pattern text and sources, the site, and the MCP server in api/.https://sloppatterns.com/mcp. No account or key. See the "For agents" page on the site.research/.Maintained by Pavithra Lamahewa at Precious Studio. Suggest a pattern from the site, or open an issue.
Your coding agent calls check_design on the UI it writes and fixes what it finds before you see it.
/plugin marketplace add pavithralamahewa/slop-patterns
/plugin install slop-patterns@slop-patterns
- **Any MCP client:** `npx add-mcp https://sloppatterns.com/mcp`, or add an HTTP server with that URL. It is in the official MCP Registry as `com.sloppatterns/slop-patterns`.
cursor/slop-patterns.mdc into .cursor/rules/.Every pattern has a stable code (for example A10) and a stable URL (https://sloppatterns.com/#gradient-text-headline). Codes never change meaning; when an entry is revised, its version and updated fields change.
taxonomy.json. Each entry says whether it is checked automatically (101 are; the scanner, the MCP server and the command line share 104 code rules, and 57 of them have passed a hand audit on whole pages) or needs a person.npx slop-patterns check ./dist or npx slop-patterns scan example.com. See cli/.rules.js, so they never disagree.CITATION.cff. GitHub shows a "Cite this repository" button from it.