ai-slop-audit SKILL.md skillA
ai-slop-audit from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add peterbamuhigire/chwezi-dev-engine/ai-slop-audit@git:20260911.beb72d2Pins 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/ai-slop-audit/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260911.beb72d2, committed Sep 11, 2026
- First version recorded
- Jul 12, 2026
- Size
- 13,145 bytes
- Repository stars
- 28
- License
- MIT
Use when auditing or scoring an artefact for AI slop after a major iteration or before release. Produces evidence-backed findings, severity, fixes, genericness score, and an A/B/C/F verdict.
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
# AI Slop Audit Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178. The detector. Given any artefact, it decides how much it reads as AI slop, names exactly why, and says how to fix each finding. Production-side prevention is the companion `anti-ai-slop` skill. <!-- dual-compat-start --> ## Use When - After EACH major iteration of work on the project at hand — a drafted section, finished feature/module, completed deck, significant revision, or milestone. Log the verdict; block progression on grade F. - The user asks to analyse, review, evaluate, audit, critique, score, or de-slop any website, web/mobile app, business plan, SRS/spec, proposal/EoI, blog/article, social post, marketing copy, document, image/video, or codebase. - The user asks "is this AI slop / does this look AI-generated / why does this feel off?". - As the final gate before publishing or delivering any output. ## Do Not Use When - There is no concrete artefact to inspect yet — generate it first under `anti-ai-slop`, then audit. ## Required Inputs - The artefact itself (text, files, screenshots, repo path, or URL) and its claimed purpose/audience. …
Read the whole file at its exact version.
How to install
mdr add peterbamuhigire/chwezi-dev-engine/ai-slop-audit@sha256:fb64d5f1f4835e11The 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.
[](https://markdownregistry.com/a/art_x4h2bqfqaegppyvw)
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.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260911.beb72d2 latest | 2026-09-11 | beb72d2 | 13,145 B | A | view · diff |
| git:20260903.e70f633 | 2026-09-03 | e70f633 | 12,436 B | A | view · diff |
| git:20260903.fc123d0 | 2026-09-03 | fc123d0 | 12,050 B | A | view · diff |
| git:20260903.0b68627 | 2026-09-03 | 0b68627 | 11,472 B | A | view · diff |
| git:20260712.a867952 | 2026-07-12 | a867952 | 11,136 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13145 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
peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_x4h2bqfqaegppyvw GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-slop-audit GET https://markdownregistry.com/api/v1/blob/fb64d5f1f4835e11fbb73bf39d6f6071a1942316a3fa2289fbd18fd02b78c001
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.