anti-slop-frontend SKILL.md skillA

anti-slop-frontend from blackbelttechnology/pi-agent-dashboard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add blackbelttechnology/pi-agent-dashboard/anti-slop-frontend@v0.2

Pins v0.2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
blackbelttechnology/pi-agent-dashboard
Path
packages/anti-slop/.pi/skills/anti-slop-frontend/SKILL.md
Versions recorded
3
Latest version
v0.2, committed Oct 10, 2026
First version recorded
Jun 26, 2026
Size
19,221 bytes
Repository stars
341
License
MIT

A mechanical, countable anti-slop checklist for AI-generated frontend. Catches the specific signatures an undirected model defaults to: AI-purple glows, Inter-everywhere, em-dashes, div-based fake screenshots, eyebrow-on-every-section, beige+brass "premium" palettes, generic Jane Doe / Acme data. Advisory layer that pairs with frontend-mockup-loop (which owns the cite-a-source loop plus WCAG gates) but works standalone in any React/Tailwind/HTML project. Triggers…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# anti-slop-frontend

A flat, **mechanical** checklist of the concrete signatures an undirected model
emits when it tries to "look designed." Every rule here is **countable or
binary** - you can mechanically verify pass/fail, not argue taste. That is the
whole point: "it looks better" is not a check; "eyebrow count > ceil(sections/3)"
is.

## What this is, and is NOT

- **IS** an advisory catalog of AI-tells, scoped by surface kind.
- **IS** standalone - works with no tooling, in any React/Tailwind/HTML project.
- **IS NOT** a design philosophy, a loop, or a gate. It scores; it never blocks.

### Relationship to `frontend-mockup-loop`

Different jobs, intentionally separate:

| | frontend-mockup-loop | anti-slop-frontend (this) |
|---|---|---|
| Shape | ground→contract→mockup→test→fix→learn **loop** | flat **checklist** |
| Basis | cite an **external public rule** (Nielsen, WCAG, Laws of UX) | codified **AI-tell catalog** |
| Authority | owns the **hard gates** (WCAG-AA, severity-4) | **advisory only**, drives the fix list |
| Domain | product UI, dashboards, flows | universal tells + marketing-surface tells |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add blackbelttechnology/pi-agent-dashboard/anti-slop-frontend@sha256:bbc203a53c3cc7f7

The line at the top of this page pins the label v0.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_p5sjgsrceuczu5t7.svg)](https://markdownregistry.com/a/art_p5sjgsrceuczu5t7)

8 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jun 26, 2026 and Oct 10, 2026, about one every 53 days.

versioncommittedcommitsizeaudit
v0.2 latest2026-10-10 4f72471 19,221 BA view · diff
v0.12026-07-04 c59149d 13,869 BA view · diff
v0.12026-06-26 27561da 13,855 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (19221 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

blackbelttechnology/pi-agent-dashboard · 341 stars · license MIT · pushed 2026-11-06 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_p5sjgsrceuczu5t7
GET https://markdownregistry.com/api/v1/resolve?ref=blackbelttechnology/pi-agent-dashboard/anti-slop-frontend
GET https://markdownregistry.com/api/v1/blob/bbc203a53c3cc7f71d633b463231cc538eae0470178bfada0eb86d6cf3bfd68f

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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