anti-slop
Skill3 starsChanged 3 months agoMITView on GitHub
Detects and removes AI-generated fluff from content. Use when reviewing drafts, cleaning AI output, or enforcing a brand voice. Flags issues and rewrites.
31 other projects use a version of this.
Adopted by
Most recently taken up by
- MishraShardendu22/agent-skills-hub-sync-enginetheir own version, first seen Nov 8, 2026
- TheVeller/claude-skillstheir own version, first seen Nov 8, 2026
- a7garden/anti-sloptheir own version, first seen Nov 8, 2026
- umfhero/skillstheir own version, first seen Nov 8, 2026
- Vumb-VibeCoder/hook-everythingtheir own version, first seen Nov 8, 2026
- adeonir/agent-skillstheir own version, first seen Nov 6, 2026
Used with
Projects with it also use research and handoff.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
NVIDIASkillresearch
Before designing a feature, research how comparable libraries solve the problem, check best practices, known pitfalls, and upstream changes. Use when starting a new feature, investigating an unfamiliar area, or the user asks to research something.
Also in 3 projects that use this
MicrosoftSkillhandoff
Compact the current conversation into a handoff document for another agent to pick up.
Also in 3 projects that use this
Other versions31 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 31
- elithrar/dotfiles★ 222same name
- Gesso-Build/skills★ 91same name
- roedyrustam/vibes-plug★ 75same name
- Tom-Babb/ai-marketing-skills-with-by-tom-babb★ 30same name
- Vumb-VibeCoder/hook-everything★ 19same name
- aixarizzo/kill-slop★ 17same name
- darknecrocities/SkillBuilder★ 13same name
- HyunjunJeon/claude-workflow-mods★ 9same name
- taljeon/plzdo★ 9same name
- YuliangXiu/de-ai-router★ 9same name
21 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository14 other files it gives its agents.
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- careful-marketerSkill
- cro-auditSkill
- keyword-researchSkill
- landing-page-designerSkill
- linkedin-profile-scraperSkill
- listicle-blog-post-writerSkill
- seo-content-strategySkill
- setting-up-mcpsSkill
- short-form-video-scriptsSkill
- skill-auto-improveSkill
- skill-creatorSkill
- social-media-managerSkill
- web-designerSkill
The file
We split this skill into the rules it gives an agent
11 rules. 0 are common, 11 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 30 edited versions we read keep these.
11
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
If no content provided, ask for it.
- Distinctive: line 46
Fix: If you wouldn't say it in real conversation, don't write it.
- Distinctive: line 55
Fix: Use simple, active verbs. "show" not "highlighting." "help" not "facilitating."
- Distinctive: line 76
Fix: Write like you talk.
- Distinctive: line 89
Fix: Use arrows sparingly. One per post maximum.
- Distinctive: line 136
Every AI-written CTA uses this exact structure.
- Distinctive: line 151
Fix: If everyone already knows it, don't package it as insight.
- Distinctive: line 159
Fix: Ask real questions that require thought to answer.
- Distinctive: line 189
When AI lacks real data, it invents people.
- Distinctive: line 191
Fix: Use actual examples from your life.
- Distinctive: line 278
Write like you talk
“Common” is measured: kept by at least 6 in 10 of the 30 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Scan content for AI slop—overused words, phrases, and structural patterns that signal lazy AI output. Flag every instance, then provide a clean rewrite.
Input
Accept either:
- Pasted text (user provides content directly)
- File path (read and analyze the file)
If no content provided, ask for it.
Part 1: Structural Red Flags
Red Flag #1: Binary Contrast Addiction
AI can't resist "it's not X, it's Y":
- "success isn't about working hard, it's about working smart"
- "content isn't about quantity, it's about quality"
- "marketing isn't selling, it's storytelling"
Fix: Say what you mean directly. Use specific details instead of broad contrasts.
Red Flag #2: Triple Threat Syndrome
AI groups things in threes everywhere:
- "fast, efficient, reliable"
- "boost engagement, increase conversions, maximize roi"
- "powerful, simple, transformative"
Fix: Vary your rhythm. Sometimes two. Sometimes four. Sometimes just one.
Red Flag #3: Infomercial Transitions
Cringe questions AI thinks create "engagement":
- "the catch?"
- "want to know the secret?"
- "the brutal truth?"
- "here's the kicker"
Fix: If you wouldn't say it in real conversation, don't write it.
Red Flag #4: Corporate Verb Disease
Stuffy -ing verbs:
- "...highlighting the benefits..."
- "...emphasizing critical importance..."
- "...facilitating better outcomes..."
Fix: Use simple, active verbs. "show" not "highlighting." "help" not "facilitating."
Red Flag #5: Hedging Language
AI loves to clear its throat:
- "it's worth considering..."
- "you might want to think about..."
- "it's important to note that..."
Fix: State your opinion. Skip the diplomatic warm-up.
Red Flag #6: Thesaurus Abuse
Fancy words that should be simple:
- "utilize" → use
- "execute" → do
- "facilitate" → help
- "implement" → start
- "optimize" → improve
- "leverage" → use
Fix: Write like you talk.
Part 2: Formatting Giveaways
Red Flag #7: Arrow Obsession
AI discovered → and won't let go:
- → 10x your results
- → scale faster than ever
- → join today
Fix: Use arrows sparingly. One per post maximum.
Red Flag #8: Emoji Explosion
ChatGPT treats emojis like confetti:
- 🚀 boost productivity now!
- 💡 revolutionary new approach!
- ⭐ transform your business!
Fix: One emoji per section. Maybe. Or none.
Red Flag #9: Em Dash Overdose
AI loves: "this approach—which many experts recommend—can transform your business—if you're willing to put in the work—and see real results."
Fix: Mix your punctuation. Commas exist. Periods too.
Part 3: Phrase Patterns That Scream "Robot"
Pattern #1: "No X. No Y. Just Z."
- "no fluff. no theory. just actionable insights."
- "no gimmicks. no shortcuts. just results."
Fix: Literally any other sentence structure.
Pattern #2: "The game has changed"
And its cousins:
- "game-changer"
- "supercharge your [thing]"
- "this changed everything"
Fix: Describe actual change without hyperbole.
Pattern #3: "Real" Overload
"just real strategy from real experts getting real results with real entrepreneurs."
Fix: Show authenticity through specific examples, not by repeating "real."
Pattern #4: The Serious Pitch
"if you're serious about [goal], let's [cta]"
Every AI-written CTA uses this exact structure.
Fix: Vary your calls to action. Be specific about what happens next.
Pattern #5: "To Your Success"
Email sign-offs like this instantly reveal AI authorship.
Fix: Sign off like a human. "cheers," "talk soon," or just your name.
Pattern #6: Profound But Obvious
"not because of X. but because of Y"
- "i didn't succeed because of luck. but because of hard work."
Fix: If everyone already knows it, don't package it as insight.
Pattern #7: Short Hook Questions
- "the best part?"
- "want access?"
- "ready to level up?"
Fix: Ask real questions that require thought to answer.
Pattern #8: "Enter: [Thing]"
- "enter: my revolutionary framework"
- "enter: the solution you've been searching for"
Fix: Just introduce the thing normally.
Pattern #9: "Stopped Me in My Tracks"
"yesterday my mentor said something that stopped me in my tracks:"
Fix: Describe actual impact without melodrama.
Part 4: Content Red Flags
Red Flag #10: Symbol Obsession
AI loves telling you what things "represent" instead of what happened:
- "this symbolizes..."
- "which reflects..."
- "emphasizing the importance of..."
Fix: Say what happened. Say what you learned. Skip the literary analysis.
Red Flag #11: The Generic Case Study
When AI lacks real data, it invents people. Usually named Sarah Chen.
Fix: Use actual examples from your life. Real names (with permission). Real numbers.
Red Flag #12: Everything Changed
- "the strategy that changed everything"
- "this one shift transformed my entire business"
Fix: Describe specific changes with specific metrics.
Slop Word List
Single words to flag: delve, tapestry, vibrant, landscape, realm, embark, excels, vital, comprehensive, intricate, pivotal, moreover, arguably, notably, spark, sparked, supercharge, supercharged, enhance, navigate, ignite, ignited, robust, multi-faceted, solely, crucial, ensure, portray, ongoing, vigilance, intriguing, holistic, game-changer, revolutionary, unleash, cutting-edge, synergy, seamlessly, transformative
Phrases to flag:
- "Dive into..."
- "Silver bullet"
- "Unlock your potential"
- "It's important to note / remember"
- "Important to consider"
- "Based on the information provided"
- "Remember that"
- "Navigating the landscape of / complexities of"
- "Delving into the intricacies"
- "A testament to"
- "It's worth considering"
- "You might want to think about"
- "The catch?"
- "Want to know the secret?"
- "The brutal truth?"
- "Here's the kicker"
- "The best part?"
- "Ready to level up?"
- "Enter:"
- "Stopped me in my tracks"
- "Changed everything"
- "To your success"
- "If you're serious about"
- "No X. No Y. Just Z." structure
Structural patterns to flag:
- Starting social posts with "I"
- Excessive exclamation points (more than 1)
- Semicolons (never use)
- More than 2 em dashes per paragraph
- More than 1 arrow (→) per post
- More than 2 emojis per section
- Binary contrast structure overuse ("it's not X, it's Y")
- Triple groupings in every list
Output Format
1. Slop Report
List every instance found by category:
Slop Words:
[word] — "[context snippet]"Phrase Patterns:
[pattern name] — "[context snippet]"Structural Issues:
[issue type] — "[description]"Total: X issues found
2. Clean Rewrite
Rewrite following the brand voice (if a voice/style guide is available, follow it; otherwise default to the rules below):
- Punchy, plainspoken, confident
- Short sentences (8-15 words average)
- Active voice, subject-verb-object
- 8th-grade reading level
- Short paragraphs (2-3 sentences max)
- Lead with the point
- Specific examples over vague claims
- Write like you talk
Example
Input: "It's important to note that we need to delve into the comprehensive landscape of AI tools to unlock your marketing potential. The best part? This game-changing approach will supercharge your results."
Slop Report:
Slop Words:
delve— "delve into the comprehensive"comprehensive— "the comprehensive landscape"landscape— "comprehensive landscape of AI"supercharge— "supercharge your results"game-changing— "game-changing approach"
Phrase Patterns:
Hedging Language— "It's important to note that"Unlock your potential— "unlock your marketing potential"Short Hook Question— "The best part?"
Total: 8 issues found
Clean Rewrite: "Here's what you need to know about AI marketing tools. Pick two. Test them for a week. Keep the one that saves you time."
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
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