Loading...
Loading...
Remove telltale signs of AI-generated 'slop' writing from README files and documentation. Make your docs sound authentically human.
npx skill4agent add dicklesworthstone/agent_flywheel_clawdbot_skills_and_integrations de-slopifyPurpose: Make your documentation sound like it was written by a human, not an LLM.Key Insight: You can't do this with regex or a script—it requires manual, systematic review of each line.
| Pattern | Problem |
|---|---|
| Emdash overuse | LLMs love emdashes—they use them constantly—even when other punctuation works better |
| "It's not X, it's Y" | Formulaic contrast structure |
| "Here's why" | Clickbait-style lead-in |
| "Here's why it matters:" | Same energy |
| "Let's dive in" | Forced enthusiasm |
| "In this guide, we'll..." | Overly formal setup |
| "It's worth noting that..." | Unnecessary hedge |
| "At its core..." | Pseudo-profound opener |
I want you to read through the complete text carefully and look for any telltale signs of "AI slop" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.
Also, you want to avoid certain telltale writing tropes, like sentences of the form "It's not [just] XYZ, it's ABC" or "Here's why" or "Here's why it matters:". Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic/cringe.
And you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink."And you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way."
| Original | Alternative |
|---|---|
| |
| |
| |
| |
This tool—which we built from scratch—handles everything automatically—from parsing to output.This tool handles everything automatically, from parsing to output. We built it from scratch.We chose Rust for this component. Here's why: performance matters, and Rust delivers.We chose Rust for this component because performance matters.It's not just a linter—it's a complete code quality system.This is a complete code quality system, not just a linter.This complete code quality system goes beyond basic linting.# Getting Started
Let's dive in! We're excited to help you get up and running with our amazing tool.# Getting Started
Install the tool and run your first command in under a minute.bd create "De-slopify README.md" -t docs -p 3
bd create "De-slopify API documentation" -t docs -p 3Now, before we commit, please read through README.md and look for any telltale signs of "AI slop" style writing...I want you to read through the complete text carefully and look for any telltale signs of "AI slop" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.
Also, you want to avoid certain telltale writing tropes, like sentences of the form "It's not [just] XYZ, it's ABC" or "Here's why" or "Here's why it matters:". Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic/cringe.
And you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink.Review this text and remove any AI slop patterns: excessive emdashes, "Here's why" constructions, "It's not X, it's Y" formulas, and other LLM writing tells. Recast sentences to sound more naturally human. Use ultrathink.