docs-de-slopify

Removes AI writing artifacts from documentation through manual line-by-line prose revision.

3|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/burningportra/agent-flywheel-plugin --skill docs-de-slopify-burningportra
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: docs-de-slopify
Source: https://github.com/burningportra/agent-flywheel-plugin/tree/main/skills/docs-de-slopify
Command: npx skills add https://github.com/burningportra/agent-flywheel-plugin --skill docs-de-slopify-burningportra

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? AI-assisted writing leaves recognizable patterns in documentation: excessive emdashes, formulaic constructions like "Here's why" and "It's not X, it's Y", forced enthusiasm, and pseudo-profound openers. These tells make READMEs and public docs sound inauthentic, and they cannot be fixed reliably with regex or scripts. ## Core Features & Use Cases - Pattern Catalog: A reference table of AI slop patterns (emdash overuse, contrast formulas, hedges, forced enthusiasm) with concrete before/after fixes. - Ready-to-Use Prompts: Full and quick versions of a de-slopify prompt that instructs systematic, manual, line-by-line revision. - Judgment Guidance: Rules for when to keep patterns (technical accuracy, occasional emdash) and what not to touch (code examples, structure). - Use Case: Before publishing a README written with AI assistance, run the full de-slopify pass to recast sentences, replace emdashes with semicolons or commas, and remove clickbait-style lead-ins. ## Quick Start Ask the assistant to read through your README.md and remove any telltale signs of AI slop writing, recasting sentences manually line by line.

Frequently Asked Questions about docs-de-slopify

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from my README?

Read through the text line by line and revise manually, replacing emdashes with semicolons or commas and recasting formulaic phrases like "Here's why" or "It's not X, it's Y". Regex and scripts cannot do this reliably because context and tone judgment are required.

What are the telltale signs of AI-generated writing?

Common tells include emdash overuse, "Here's why" lead-ins, "It's not X, it's Y" contrast formulas, forced enthusiasm like "Let's dive in!", pseudo-profound openers like "At its core", and unnecessary hedges like "It's worth noting".

Can I detect AI slop writing with regex or a script?

No. Automated pattern matching fails because fixing slop requires context-aware sentence recasting, tone consistency, and judgment calls about when a pattern is acceptable. Each line must be reviewed and revised manually.

When should I keep an emdash instead of replacing it?

One or two emdashes per document are fine, and sometimes an emdash is genuinely the right punctuation choice. The goal is eliminating overuse, not enforcing a blanket ban; technical accuracy and clarity always take priority over style rules.

What should not be changed when de-slopifying documentation?

Do not alter code examples, sacrifice technical accuracy for style, or strip necessary structure like headers and lists. Thorough, clear explanations are not slop; the focus is on prose patterns, not content depth.