Systems Lab

Agent skill

ai-slop-audit

Analyzes a draft for the patterns that make writing read as AI-generated — across structure, vocabulary, transitions, rhythm, punctuation, and closings — and returns a scored authenticity audit with a specific rewrite directive for each defect, rewriting toward the author's real voice rather than mechanically deleting patterns.

slowingSelf-containedInstructions only1,962 words

Filed under Content and SEO.

From 0xF4ng/aether-growth-fieldwork · 48 skills · 5 · pushed 2026-07-17

What it does when it runs

Analyzes a draft for the patterns that make writing read as AI-generated — across structure, vocabulary, transitions, rhythm, punctuation, and closings — and returns a scored authenticity audit with a specific rewrite directive for each defect, rewriting toward the author's real voice rather than mechanically deleting patterns. Use whenever someone wants to humanize text, make writing sound less robotic or less like ChatGPT, remove AI tells, check whether a draft "sounds AI," or de-slop an AI-assisted newsletter, social, or long-form draft before publishing. Reads a VOICE-PRINT.md when present so rewrites have a target. Run this for how a draft reads; run content-review for whether it should ship. Not a generic grammar/copyedit pass and not a find-and-replace tool.

Read from the skill and the 1 file bundled beside it. A skill’s own description is written to be selected by an agent, so it describes the job and not the dependencies.

Keys and connectors you must supply
None found.
Hosts it reaches
No third-party host appears in the skill or its bundled files.
Tool permissions it declares
No allowed-tools in the frontmatter. It only issues instructions, so there is nothing to bound.
Actions present in the files
None. Instructions only.

Ask about ai-slop-audit

Opens your assistant with this page's verified links already in the prompt.

Is this safe to install?ClaudeChatGPT
Adapt it to my stackClaudeChatGPT
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Install it

View source on GitHub ↗
git clone --depth 1 --filter=blob:none --sparse https://github.com/0xF4ng/aether-growth-fieldwork.git /tmp/aether-growth-fieldwork
git -C /tmp/aether-growth-fieldwork sparse-checkout set "pmm/ai-slop-audit"
mkdir -p ~/.claude/skills/ai-slop-audit
cp -R "/tmp/aether-growth-fieldwork/pmm/ai-slop-audit/." ~/.claude/skills/ai-slop-audit/

Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗

The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.

The skill

Source on GitHub ↗

The source carries no licence at all, so no permission to redistribute it exists. Everything else on this page is our own reading of the file and is published here; the text of the skill is not, and stays where its author put it.

Files bundled with it

These load only when the skill asks for them, so they cost nothing until it runs.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

Need help setting it up?

This page tells you what ai-slop-audit does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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The directory stays free. There is nothing gated behind this.