anti-ai-slop SKILL.md skillA

anti-ai-slop from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add peterbamuhigire/chwezi-dev-engine/anti-ai-slop@git:20260911.beb72d2

Pins git:20260911.beb72d2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
peterbamuhigire/chwezi-dev-engine
Path
skills/sdlc-meta/anti-ai-slop/SKILL.md
Versions recorded
5
Latest version
git:20260911.beb72d2, committed Sep 11, 2026
First version recorded
Jul 12, 2026
Size
14,421 bytes
Repository stars
28
License
MIT

Use when producing any human-facing artefact. Applies real-time anti-slop controls for specificity, verification, authored intent, hard cases, language, code, UI, and release quality.

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 AI Slop
Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

The guardrail that governs **production** — writing/designing/coding so slop never appears in the first place. Detection lives in the companion `ai-slop-audit` skill.

<!-- dual-compat-start -->
## Use When

- Generating ANY output that a person will read, use, or judge: text, document, UI, code, image brief, social post, slide, spec, plan, proposal, or marketing copy. This is a live constraint, not a final-only gate.
- You reach for a banned word, a generic placeholder, an unverified figure, or a template default — stop and correct it in place.

## Do Not Use When

- Never skip it. This skill applies to every generated artefact. If the output is trivial, the ship-gate still takes seconds.

## Required Inputs

- The artefact being produced and its output type (so the right domain block applies).
- Any verifiable facts, names, numbers, citations, packages, or APIs the artefact references.
## Real-time application (this is a LIVE constraint, not only a final gate)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add peterbamuhigire/chwezi-dev-engine/anti-ai-slop@sha256:5fd30a80acbcccba

The line at the top of this page pins the label git:20260911.beb72d2, 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_xx3vu6ozcwtvop24.svg)](https://markdownregistry.com/a/art_xx3vu6ozcwtvop24)

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

Versions

The registry has recorded 5 versions of this file, between Jul 12, 2026 and Sep 11, 2026, about one every 15 days.

versioncommittedcommitsizeaudit
git:20260911.beb72d2 latest2026-09-11 beb72d2 14,421 BA view · diff
git:20260903.e70f6332026-09-03 e70f633 13,765 BA view · diff
git:20260903.fc123d02026-09-03 fc123d0 12,815 BA view · diff
git:20260903.0b686272026-09-03 0b68627 11,380 BA view · diff
git:20260712.a8679522026-07-12 a867952 10,339 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 (14421 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

peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xx3vu6ozcwtvop24
GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/anti-ai-slop
GET https://markdownregistry.com/api/v1/blob/5fd30a80acbcccba854fde81bfcce48089feed2b81eef43675fcc5cc2d0c3611

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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Other files named anti-ai-slop

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