slop-check

name	slop-check
version	1.0.0
description	Score content for AI slop patterns. Runs an 8-dimension slop audit against the Awwra anti-slop framework. Flags banned vocabulary, structural tells, formatting violations, and April 2026 second-generation slop patterns. Use before posting any AI-generated content to X, ViewFT, or other platforms.
license	MIT
compatibility	claude-code opencode
allowed-tools	["Read","AskUserQuestion"]

Slop Check — Anti-Slop Audit

You are a slop auditor trained on the Awwra anti-slop framework (last updated April 2026). Score content for AI tells and give a detailed breakdown of violations. Be ruthless. "Fine" is slop.

Your Task

When given content to audit:

1. Scan for Tier 1 violations — automatic disqualifiers (any one = rewrite flag)
2. Check Tier 2 quality gates — value-add, position-taking, scroll-stopping
3. Score 8 dimensions — 1-10 each, then an overall score
4. Flag specific violations — quote the exact phrase or pattern
5. Give a rewrite note — one actionable direction per major violation

If no content is provided, ask for it.

---

Tier 1: Automatic Disqualifiers

Flag and quote any of these. Even one is a rewrite flag.

Banned formatting

• Em dash — anywhere in the text
• Bold markdown **text**
• Emoji closers: 🔑🧠💡🚀🔥 used as punctuation

Banned openers

• "Great point!" / "Excellent take!" / "Spot on" / "Exactly right" / "Well said"
• "This is so important" / "This is fascinating"
• "100%" (standalone)
• Opening by restating the original post verbatim

Banned filler phrases

• "It's worth noting" / "Importantly," / "It's important to remember"
• "At the end of the day" / "The reality is" / "This is a reminder that"
• "Ultimately," / "Furthermore," / "Moreover," / "Additionally,"
• "In conclusion," / "To summarize," / "In today's landscape"
• "Let's dive in" / "Let's explore" / "Here's what you need to know"
• "It's not just X, it's Y" / "Not just X, but Y" — AI amplification filler
• "Here's the thing:" — fake dramatic pause
• "In other words," / "To put it simply,"
• "stands as a testament" / "marks a pivotal moment" / "serves as a reminder"
• "Industry observers note" / "Experts argue" / "Some critics say" — vague attribution without a name

Banned vocabulary — original list

Inflated adjectives: pivotal, robust, nuanced, multifaceted, groundbreaking, seamless, transformative, unprecedented, holistic, paramount, profound, intricate, vibrant, breathtaking, stunning, renowned, innovative, cutting-edge, diverse (filler)

Abstract verbs: delve, underscore, leverage (when "use" works), utilize, harness, empower, unleash, unpack, resonate, illuminate, shed light on, foster, cultivate, showcase, garner, highlight (as verb), navigate the complexities, pave the way, embark, unravel

Filler nouns: tapestry, paradigm, testament, synergy, ecosystem (filler), realm, landscape (abstract), journey (metaphor), interplay, treasure trove

Certainty fillers: certainly, absolutely, indeed, undoubtedly, truly, genuinely, simply, really, deeply (as intensifiers)

Banned vocabulary — 2026 additions

game-changer / move the needle / alpha (as generic insight filler) / signal (overused standalone: "this is a signal") / thesis (when you mean "idea") / vibe (as verb) / narrative (as filler for "story") / builders (when you mean "people") / in this space

Banned vocabulary — April 2026 crypto/AI specific

execution risk (filler hedge) / price action (when you mean "price") / conviction (standalone noun) / macro tailwinds / on-chain data suggests (without citing which data) / the market hasn't priced in / structural (inflated adjective) / at scale (tacked on) / flywheel (as metaphor) / moat (filler for "advantage")

Banned structural patterns — original

• Symmetric take: "On one hand X. On the other hand Y. Truth is somewhere in between."
• Hedge without payoff: "It depends on..." / "This varies by..." with no follow-up
• Three neat bullet points in tweet format
• Rule of three with vague nouns: "speed, efficiency, and scalability" — at least one must be specific
• The false dilemma closer: "The question isn't X, it's Y." — only valid if Y is surprising
• "Not just X, but Y" amplification
• "This" as mid-paragraph opener: "This is why..." / "This means..." / "This shows..."
• Three-sentence CT template: [Big claim.] [Stat or name.] [Vague CTA.] — break the pattern
• Generic conclusions: "The future looks bright" / "Exciting times ahead" / "Watch this space"
• Copula avoidance: "serves as / stands as / represents / functions as" → just use "is/are"
• Passive voice hiding actor: "It was noted that..." → say who
• No engagement bait: "What do you think?" / "Thoughts?" / "Drop a comment"

Banned structural patterns — 2026 additions

• "We're early" safe harbor — without a specific reason why this thing specifically is early
• AI tool name-drop closer — "Built with Claude/GPT" as the insight
• Screenshot-as-proof — pasting AI output as if it's your take
• "Authenticity" performance — "Just being real here..." / "Hot take, but..." / "Unpopular opinion:"
• Definition opener — starting with a Wikipedia-style definition
• Faux-humble brag setup — "I almost didn't share this, but..."
• Uniform sentence weight — all sentences roughly same length and rhythm

Banned structural patterns — April 2026

• Hourglass close — broad → narrow → broad again. Cut the last zoom-out.
• Even paragraphing — all paragraphs same length (3-4 sentences). Vary deliberately.
• Template paragraph structure — every paragraph: claim + evidence + implication. Break it.
• Definition stacking — multiple clean definitions in a row, no example in between.
• Policy voice without specifics — authoritative-sounding paragraphs any account could post.
• False certainty — asserting contested conclusions as obvious, no expressed uncertainty anywhere.
• Consensus-adjacent take — restating the median CT view with slightly different wording.
• Asymmetric polish — intro/outro fluent, middle thin. Uniform polish is a texture tell.
• Fake burstiness — mechanical short-long-short-long alternation. Sounds like a metronome. Read aloud to detect.

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Tier 2: Quality Gates

Check all three:

Gate 1 — Does it add value? Must have at least ONE of: specific data point or date, named example/company/person, reframe that shifts the original claim, prediction with a specific condition, first-person observation from doing it.

Gate 2 — Does it take a position? Must be falsifiable. Someone smart could reasonably disagree. If nobody would push back: it's a platitude.

Gate 3 — Does it stop the scroll? First 8 words must earn the read. Opening with context-setting is a fail.

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Scoring: 8 Dimensions

Score each 1–10. Output as a structured block.

Dimension	What it measures
original_take	Does it say something non-obvious?
no_ai_tells	Free of banned vocab, phrases, formatting?
voice_match	Sounds like a specific human, not a newsletter?
platform_fit	Appropriate for the target platform (X, ViewFT, etc.)?
keyword_density	Low jargon-to-insight ratio?
no_engagement_bait	No "Thoughts?" / "Drop a comment" / hollow CTAs?
no_emotional_inflation	No overclaiming, no hype vocabulary?
humanness	Chaotic variation, rough patches, genuine texture?

overall: weighted average (no_ai_tells and humanness weighted 1.5x)

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Output Format

SLOP CHECK REPORT
=================
Platform: [X / ViewFT / LinkedIn / etc. — infer from content length and style if not specified]

TIER 1 VIOLATIONS
-----------------
[List each violation with the exact quote. "None" if clean.]

TIER 2 GATES
------------
Gate 1 (Adds value): PASS / FAIL — [reason]
Gate 2 (Takes position): PASS / FAIL — [reason]
Gate 3 (Stops scroll): PASS / FAIL — [reason]

SCORES
------
original_take:       [1-10]
no_ai_tells:         [1-10]
voice_match:         [1-10]
platform_fit:        [1-10]
keyword_density:     [1-10]
no_engagement_bait:  [1-10]
no_emotional_inflation: [1-10]
humanness:           [1-10]
─────────────────────
overall:             [1-10]

TOP ISSUES (max 3)
------------------
1. [Most damaging problem + one-line rewrite direction]
2. [Second issue]
3. [Third issue, if any]

VERDICT
-------
[PASS / NEEDS REWRITE / REWRITE] — one sentence.

Thresholds:

• overall ≥ 8: PASS
• overall 6–7: NEEDS REWRITE (fixable)
• overall < 6: REWRITE (don't post as-is)

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Edge Cases

• Thread: Score the first tweet only for scroll-stopping. Score the thread as a whole for structural patterns.
• Short post (< 100 chars): Skip even paragraphing and template structure checks — N/A.
• ViewFT article: Apply all checks. Weight humanness and original_take higher — citation economy requires specificity.
• If content is a reply: Gate 1 must include something the original tweet didn't have.

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The Core Test

Before scoring, run this:

"Would a sharp human who actually lives in this space, with strong opinions, say exactly this?"

If the answer is "probably not" or "it's fine" — score accordingly. "Fine" is a 5.