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SKILL.md

ai-content-audit

Agent skill frommohitagw15856/pm-claude-skills

Audit a content library, docs site, or blog for AI-generated filler that's eroding trust and search performance — and triage what to fix, rewrite, or delete. Use when asked to find slop in a content library, audit AI-written content quality, explain why content engagement or rankings dropped after scaling with AI, or set a quality bar for AI-assisted publishing. Produces an audited inventory with per-piece verdicts, the detection signals used, a triage plan, and a publishing quality gate that prevents recurrence. For a single article's AI-citability use aeo-optimizer; for the strategy itself use content-calendar or seo-content-brief.

How to install ai-content-audit

install ai-content-audit
# install the pm-claude-skills pack with the skills CLI
npx skills add mohitagw15856/pm-claude-skills

# or add only this skill to Claude Code: copy the folder

skills/ai-content-audit/

# into

~/.claude/skills/ai-content-audit/ (all projects)

.claude/skills/ai-content-audit/ (one project)

skills/ai-content-audit/SKILL.md

MITFull file
1# AI Content Audit Skill
2
3Teams that scaled content with AI are discovering the bill: libraries full of fluent, structurally identical, information-free pieces that readers bounce off, search engines quietly demote, and — worst — that erode the trust the *good* content earned. This skill audits the library for slop with named signals, triages it, and installs the gate that stops the refill.
4
5## What This Skill Produces
6
7- An **audited inventory** with per-piece verdicts: keep / enrich / rewrite / delete-and-redirect
8- The **detection signals** found, quoted — so verdicts are checkable, not vibes
9- A **triage plan** sequenced by traffic and trust impact
10- A **publishing quality gate** for AI-assisted content going forward
11
12## Required Inputs
13
14Ask for (if not already provided):
15- **The corpus** — pieces or URLs to audit (or a sample; state the sampling), with publish dates
16- **Performance data if available** — traffic, engagement, rankings over time (the audit works without it, but verdicts get sharper)
17- **What the content is *for*** — SEO, docs, thought leadership, support deflection (the quality bar differs)
18- **Production context** — when AI-assisted publishing started, at what volume (the before/after seam is diagnostic gold)
19
20## Detection Method
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22Slop isn't "AI wrote it" — it's *content with nothing inside*. Audit each piece for the signals, quoting instances:
23…

Excerpt shown under the repository's MIT license.

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