MCP server: One MCP server.

Slop Patterns

@sloppatternsRun by its publisher: served from their own domain, namespace checked by the registry.MCP server · External

Checks UI code for AI-default design patterns and gives the fix. By Precious Studio.

UI designv1.2.1MITJavaScript
Freeno charge per call

One address for any MCP client. No sign-in needed on this server.

What it does

4 read3 other

Grouped by tool name. At most: only reads or looks up information.

What it costs

Free

Odel charges nothing per call. The publisher may charge for its own service.

Tools

7 · grouped by tool name · checked 13 Oct 2026

Read · 4Look things up

  • check_design
  • list_patterns
  • get_pattern
  • search_patterns

Other · 3Neither hinted nor named

  • changelog
  • report_pattern
  • why
Try it in the Inspector
README2 min read

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.

  • License: MIT (LICENSE). Only the pattern library is here and MIT: patterns.json, the pattern text and sources, the site, and the MCP server in api/.
  • Scanner code is not open. The Slop Score scanner at sloppatterns.com/score (browser capture, live checks and grading) is a separate project and is not included in this repo.
  • The MCP server runs at https://sloppatterns.com/mcp. No account or key. See the "For agents" page on the site.
  • The research note, The Same Page, is in research/.

Maintained by Pavithra Lamahewa at Precious Studio. Suggest a pattern from the site, or open an issue.

Use it in your AI tools

Your coding agent calls check_design on the UI it writes and fixes what it finds before you see it.

  • Claude Code (plugin, MCP plus a skill):
    /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: add the server in Settings → MCP (type HTTP, URL above), then copy cursor/slop-patterns.mdc into .cursor/rules/.

Use the taxonomy

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.

  • All 272 patterns as data: 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.
  • Command line: npx slop-patterns check ./dist or npx slop-patterns scan example.com. See cli/.
  • One rule set: the scanner, the MCP server and the command line run the same rules.js, so they never disagree.
  • Cite it: see CITATION.cff. GitHub shows a "Cite this repository" button from it.

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