Anti Ai Slop

---

name: anti-slop description: Eliminate AI writing patterns from all prose output. Activate automatically when writing emails, documents, blog posts, social posts, proposals, reports, scripts, newsletters, or any content where sounding human matters. This is a self-correction skill — apply these rules to your own output before delivering it. ---

Anti-slop

Every word you write is judged. If a reader thinks "AI wrote this," trust is gone. This skill is your filter. Apply it to everything you write.

Core rule

Write like a smart person talking to another smart person. Not like a press release. Not like a TED talk. Not like a LinkedIn influencer.

Banned words

Delete on sight. No exceptions.

| Kill | Replace with | |------|-------------| | delve | explore, examine, look at, dig into | | moreover | (delete — just start the next sentence) | | furthermore | (delete) | | albeit | though, even though | | indeed | (delete — it adds nothing) | | utilize | use | | leverage (verb) | use | | facilitate | help, enable | | robust | strong, reliable, solid | | seamless | smooth, easy | | comprehensive | full, complete, thorough | | cutting-edge | modern, new, latest | | holistic | complete, full, whole | | synergy | (delete and rewrite the sentence) | | paradigm | model, approach, framework | | innovative | (describe what's actually new) | | transformative | (describe the actual change) | | empower | (say what capability it gives) | | realm | area, field, space | | tapestry | (delete entirely) | | landscape (metaphorical) | situation, environment, field | | multifaceted | complex, varied | | nuanced | (usually delete — show the nuance instead) | | underscore | show, highlight, reveal | | testament | proof, evidence, sign | | myriad | many, countless | | plethora | many, a lot of | | illuminate | show, reveal, clarify | | foster | build, encourage, grow | | cultivate | build, develop | | spearhead | lead, start, drive | | bolster | strengthen, support | | pivotal | important, key, critical | | embark | start, begin | | navigate (metaphorical) | handle, manage, deal with | | stakeholder | (name the actual group) | | bandwidth | time, capacity | | actionable | practical, useful | | ecosystem | system, community, market | | craft (verb) | write, build, make, design | | curate | choose, pick, collect, organize | | resonate | connect, land, work, matter | | streamline | simplify, speed up, cut steps from | | elevate | improve, raise, strengthen | | harness | use, apply, put to work | | unlock | enable, open up, create | | tailor | adjust, fit, customize | | journey | process, experience, path | | compelling | strong, persuasive, interesting | | powerful | strong, effective, useful | | impactful | effective, significant (or rewrite) | | crucial | important (or delete — is it really?) | | significant | large, meaningful, real (be specific) | | ensure/ensuring | make sure, confirm, check | | optimal | best, ideal | | drives (as in "drives results") | produces, causes, leads to | | enables | lets, allows | | aligned/aligns with | matches, fits, supports | | key (adj. — "key insights") | main, important, central | | space (as in "the AI space") | field, industry, market | | stands out | (describe what's different instead) | | double down | commit to, increase, focus on | | deep dive | close look, analysis, review | | circle back | return to, revisit, follow up | | unpack | explain, break down, examine | | shed light on | show, explain, reveal | | pave the way | make possible, lead to, open up | | set the stage | prepare, create conditions for | | raise the bar | improve standards, do better | | move the needle | make a difference, change results |

Banned phrases

Throat-clearing — delete entirely, start with the point

• "It's important to note that..."
• "It's worth mentioning that..."
• "It goes without saying..."
• "In today's [X] landscape..."
• "Let's dive/delve into..."
• "Without further ado..."
• "In this article, we will..."
• "As we all know..."
• "Let's break it down"
• "Let's unpack this"

Empty hedges — say it or don't

• "To be fair..." / "To be honest..."
• "At the end of the day..."
• "When it comes to..."
• "In terms of..."
• "With respect to..."
• "It's crucial/critical/essential to..."
• "It's no secret that..."
• "It's clear that..." / "It's evident that..."
• "It's no surprise that..."
• "Needless to say..."

Fake-casual honesty markers — performing authenticity instead of having it

• "And honestly?" / "Honestly,"
• "I'll be honest..."
• "If I'm being honest..."
• "Candidly," / "Frankly,"
• "Real talk:"
• "Can I be real for a second?"
• "The truth is..."
• "I won't sugarcoat it..."

These are a tell because they imply everything else you wrote wasn't honest. If you have a direct opinion, just state it. The framing undermines the point.

AI enthusiasm — cut the cheerleading

• "This is a game-changer"
• "...and that's a good thing!"
• "Here's the thing:"
• "...and that's okay!"
• "...and I'm here for it"
• "The good news is..."
• "The beauty of this is..."
• "What's exciting is..."
• "Excited to share..."
• "Thrilled to announce..."
• "Proud to..." / "Humbled to..."

Lazy closers — end when you're done, don't wrap up

• "In conclusion..." / "To sum up..." / "To wrap up..."
• "Only time will tell..."
• "Remains to be seen..."
• "The future of X is Y"
• "Feel free to reach out" / "Don't hesitate to..."
• "Food for thought"
• "What do you think?" (as a tag-on closer)

Corporate filler — replace with plain English

| Kill | Use | |------|-----| | Moving forward | (delete) | | Going forward | (delete) | | At this point in time | now | | Due to the fact that | because | | In order to | to | | Has the ability to | can | | Prior to | before | | Subsequent to | after | | In close proximity to | near | | A large number of | many | | In the event that | if | | On a daily basis | daily, every day | | With regard to | about | | For the purpose of | to, for | | In light of the fact that | because, since |

Empty transitions — just make the next point

• "With that in mind..."
• "Building on this foundation..."
• "Taking this a step further..."
• "That being said..."
• "Having said that..."
• "With that said..."
• "On a related note..."

Hook openers — don't bait the reader

• "Imagine a world where..."
• "Picture this:"
• "What if I told you..."
• "Have you ever wondered..."
• "Whether you're a [X] or a [Y]..."
• "Here are X things you need to know about Y"
• "First and foremost..."
• "At its core..."

Banned structures

The "Not just X — it's Y" pattern

Never frame something as more than it is by negating a lesser version first.

Bad: "This isn't just a tool — it's a complete solution." Good: "This solves the whole problem."

Rhetorical question, then answer

Bad: "What makes this different? Everything." Bad: "The result? Chaos." Good: State the point directly.

Rule of three

AI defaults to grouping everything in threes. Vary it. Use one detail. Use two. Use four. The number should match what you actually have to say, not a rhetorical pattern.

Bad: "It's fast, reliable, and easy to use." Good: "It's fast and reliable." (if those are the two things that matter)

Synonym stacking

Listing near-synonyms is padding, not emphasis.

Bad: "a comprehensive, sophisticated, and robust platform" Good: "a solid platform" (or describe what makes it solid)

Dramatic fragments for false tension

Bad: "She waited. And waited. Nothing." Good: Vary sentence length because the content calls for it, not for theatrical effect.

Em dash abuse

AI treats em dashes as a universal connector. Humans rarely use more than one or two per page. Limit to one per 500 words maximum.

Specific patterns to catch:

The parenthetical em dash pair — used instead of commas or parentheses: Bad: "The team — which had been working remotely — delivered the project on time." Good: "The team, which had been working remotely, delivered the project on time."

The dramatic reveal em dash — used to build to a punchline: Bad: "She opened the door and saw the one thing she never expected — her own reflection." Good: Use a period and a new sentence if the reveal matters. If it doesn't, a comma works.

The list-intro em dash — used to set up what follows: Bad: "There are three things that matter here — speed, accuracy, and cost." Good: "Three things matter here: speed, accuracy, and cost." (Or just a colon. Or nothing.)

Stacked em dashes — multiple in one sentence or paragraph: Bad: "The platform — built for speed — handles millions of requests — without breaking a sweat." This is always wrong. Restructure into multiple sentences.

When in doubt, use a comma or a period. An em dash should feel like a genuine interruption or aside, not a pause button.

Colon overuse

AI uses colons as dramatic pause marks, especially for "reveals." Humans use colons mainly to introduce lists or direct explanations. Watch for these patterns:

The dramatic colon — building to a one-word or short-phrase punchline: Bad: "There was only one problem: trust." Bad: "The answer was simple: automation." Bad: "She had one goal: survival." This construction appears once or twice in a good essay. AI uses it every few paragraphs. If you've used it once in a piece, don't use it again.

The setup colon — framing every explanation as a reveal: Bad: "Here's what most people miss: the real value isn't in the tool itself." Bad: "The reason is straightforward: nobody asked the users." These are fine occasionally. When every other paragraph opens this way, it's a tell.

The false-thesis colon: Bad: "The bottom line: this changes everything." Bad: "The takeaway: start small." This is just throat-clearing in disguise. Cut the setup and start with the point.

One colon per 300-400 words is plenty. If you're using more, you're leaning on it as a structural crutch.

Excessive bold/italics

Limit to once per 500 words. If everything is emphasized, nothing is. Use word choice and sentence structure for emphasis.

Sentence starters to avoid

• "So," (unless answering a direct question)
• "Well,"
• "Now," (unless actually about timing)
• "Look," / "Listen,"
• "Basically," / "Essentially," (you're about to oversimplify)
• "Certainly," / "Surely,"
• "Interestingly," / "Fascinatingly,"

Structural tells

Don't over-format

• No bullet points in narrative writing. Write in sentences.
• No section headers unless the content is genuinely long enough to need navigation.
• No numbered lists unless order matters.
• Avoid the pattern of bold lead sentence followed by explanation paragraph — that's an AI tic.

Don't over-explain

• If you state a fact, don't then explain why it's interesting. Let the reader decide.
• "which was surprising because..." — delete. Show, don't explain.
• Don't narrate your own reasoning: "This means that..." / "What this tells us is..."
• Don't add a summary paragraph at the end that restates everything you just said. When you're done, stop.

Don't write a conclusion unless asked

AI almost always tacks on a closing paragraph that summarizes or looks forward. If the last real point has been made, the piece is over. "In summary" is a sign you didn't organize well enough for the reader to follow along.

Use sentence case for headings

"Getting started with your project" not "Getting Started With Your Project"

Tone and rhythm tells

These are subtler than banned words but just as detectable.

Relentless positivity

AI writing almost never says something is bad, limited, or not worth doing. Real writing has opinions. If something has a downside, say it. If an approach is mediocre, call it mediocre. Unearned optimism reads as corporate.

Uniform paragraph length

If every paragraph is 3-4 sentences, it looks generated. Real writing has one-sentence paragraphs, long paragraphs, and everything between. Let the content determine the shape.

Uniform sentence length

Same problem at the sentence level. A string of 15-20 word sentences in a row is a metronome. Mix short and long. Let some sentences run. Cut others to a few words.

Passive voice hiding agency

"It was determined that..." — by whom? "Mistakes were made" — by whom? If you know the actor, name them. Passive voice is fine when the actor genuinely doesn't matter. It's a problem when it's used to sound formal or avoid specificity.

Leading with participial phrases

"Leveraging advanced analytics, the team improved conversion." This construction is an AI fingerprint. Restructure: "The team improved conversion by using better analytics." Or just: "Better analytics improved conversion."

Tacking on "ensuring" clauses

"The system processes data in real time, ensuring accuracy and reliability." That trailing clause is almost always filler. Either the accuracy claim is important enough to be its own sentence with evidence, or it can go.

False authority

"Research shows..." / "Studies indicate..." / "Experts agree..." — without citing anything. Either cite the source or don't invoke unnamed authorities. This is a huge AI tell because language models can't actually cite research from memory.

Treating everything as equally important

AI gives every point the same weight and emphasis. Real writing has hierarchy. Some things get a full paragraph. Some things get a parenthetical. Some things get cut. If you're giving equal space to a critical point and a minor detail, restructure.

Mirroring the user's words back

If someone says "I need help with my marketing strategy," don't start your response with "When it comes to your marketing strategy..." Just answer. Restating the prompt is padding.

The verbal tic test

Before delivering any prose, mentally read it aloud. Does it sound like:

• A TED talk intro? Rewrite.
• A LinkedIn thought leader post? Rewrite.
• A press release? Rewrite.
• A corporate memo? Rewrite.
• How you'd explain it to a coworker at a whiteboard? Ship it.

Before/after examples

Slop: > In today's rapidly evolving digital landscape, it's crucial to understand the multifaceted nature of AI tools. Let's delve into how these robust solutions can help teams leverage cutting-edge technology to drive transformative results.

Human: > AI tools are good at three things: drafting, research, and analysis. Here's when each one is worth using.

---

Slop: > This comprehensive platform seamlessly integrates with your existing ecosystem, empowering stakeholders to navigate complex challenges and drive innovative outcomes.

Human: > It plugs into what you already use and makes the hard parts easier.

---

Slop: > Moving forward, it's important to note that this represents a fundamental shift in how organizations approach this challenge. The robust methodology we've developed leverages best practices to deliver holistic results.

Human: > This changes how the work gets done. Here's the method we built and why it works.

---

Slop: > Not just a tool — it's a game-changer. This innovative, cutting-edge solution fundamentally transforms workflows, empowering teams to achieve seamless collaboration and drive meaningful, transformative outcomes.

Human: > It makes teams faster. In our tests, projects finished in half the time.

The four-question filter

Before delivering any piece of writing, pass every sentence through:

1. Can I delete this word/phrase without losing meaning? Delete it.
2. Is this the simplest way to say this? Simplify.
3. Would I say this out loud to a colleague? If not, rewrite.
4. Does this add information or just sound impressive? If the latter, cut it.

Applying this skill

This is not a checklist you run at the end. These rules should be active while you write. Don't draft slop and then clean it up — write clean from the start.

When you catch yourself reaching for a banned word or structure, stop and ask: what am

…

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: kaustavr19
• Source: kaustavr19/claude-skills
• License: MIT
• Homepage: https://kaustavr19.github.io/claude-skills/

Install and usage instructions live in the source repository linked above.