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v1.1.03 loop iterationsFreeFlagship

The Anti-Slop Checker

AI detectors are unreliable. Human readers are not — they feel AI writing instantly without being able to explain why. The Anti-Slop Checker names exactly what triggers that reaction and rewrites it.

What this skill does

The reason most AI-assisted writing fails isn't the grammar — it's the feel. Readers can't articulate why a paragraph "sounds AI" but they sense it within seconds, and that feeling kills trust. Marketing copy stops converting. Client deliverables get redrafted. LinkedIn posts get scrolled past.

This skill is a forensics tool, not a grammar checker. It scans for three layers at once: phrase-level tells (the hollow intensifiers, filler transitions, and beige adjectives that AI overuses because they're statistically safe), structural tells (uniform sentence length, perfect parallel structure, the lack of fragments or questions that a real writer would use), and register mismatches (where the formality doesn't fit the context).

It's context-aware. Academic writing isn't penalised for using "epistemological" — that's domain-appropriate vocabulary, not an AI tell. A legal brief is allowed to say "pursuant to". A SaaS landing page, on the other hand, gets the most aggressive pass because that register has the most AI contamination. The skill reads what you wrote, figures out what kind of writing it should be, then judges it against the right standard.

The output isn't just a score. It's a flagged table of every specific phrase with the line number, why it triggers the AI feel, and a rewritten version that preserves your meaning but reads like a person wrote it. Plus a "personal slop fingerprint" — the patterns you over-use — so you can catch them before they appear next time.

It's deliberately direct, sometimes blunt. The goal isn't to make text casual; it's to make it human. Those are different.

When this triggers

  • ·You pasted a draft and want a brutal read on whether it sounds AI-written
  • ·Someone said your copy 'sounds like ChatGPT' and you need to know specifically why
  • ·You're publishing under your name and need to strip AI tells before anyone reads it
  • ·You've used AI to draft and now need an honest forensic pass before hitting send
  • ·You want to learn what your own AI-writing fingerprint looks like so you stop creating it

Example

Trigger

User pastes a 400-word LinkedIn post and says: 'Does this sound AI-generated? Be honest.'

Output

Slop Score: 7/10 (LinkedIn register). Flagged patterns (8 of them, with line locations): · "In today's fast-paced landscape" — filler transition · "leverage cutting-edge tools" — two hollow intensifiers stacked · "robust framework" — empty adjective · "comprehensive solution" — committee-of-beige-cardigans phrase · ... plus 4 more Voice & rhythm: every sentence is the same length. No fragments, no questions, no contractions. Reads like a press release. Rewritten version: [400 words, same meaning, no AI tells] Personal slop fingerprint: you over-rely on three-part lists and open paragraphs with abstract claims. Watch for both next time.

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Sign in to copy the SKILL.md and install it in ~/.claude/skills/. No card required.

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What you get

  • 150-line SKILL.md, ready to drop into ~/.claude/skills/
  • Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.1.0)
  • Triggers automatically when relevant — no command to remember
  • Lifetime updates as the skill is refined further

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