Leaderboard/Writing/no_ai_slop_writing_rules
Last commit on May 26, 2026·Created on May 25, 2026

realrossmanngroup/no_ai_slop_writing_rules

Replaces vague claims with checkable facts, one rule at a time.
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In Writing
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TL;DR

This skill library gives writers two tools for escaping generic prose. The first is a rule set with worked examples that show how to replace intensifiers, hollow statements, weasel words, and repetitive structure with specific, verifiable facts. The second is a data-driven voice profile built from 513,683 words of Louis Rossmann's writing, capturing his testable-number density, high sentence-length variance, and claim-then-proof structure. Together they help editors, technical writers, and anyone producing long-form prose catch the patterns that make text read like machine output.

WHO IT'S FOR
Technical writers & documentation teams
enforcing AI-free prose standards
Content marketers & copywriters
replacing vague claims with checkable facts
Advocacy & policy communicators
writing persuasive prose with verifiable evidence
Journalists & investigative reporters
structuring articles with high factual density
Repository contents

2 skill files

Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.

Use this skill collection

Follow the documented setup, then try a first task.

Setup

CLI project install

Installs: Complete no-ai-slop-writing-rules skill bundle, installed under the current project's .agents/skills/ directory.

Before you start

Run from: The agent project where the skills should be installed.

  1. In a terminal, change to the target agent project's directory, then run this command.

    npx skills add realrossmanngroup/no_ai_slop_writing_rules
README.md · Checked Sep 18, 2026

Give it something to do.

Suggested first task

Remove AI-writing patterns from a draft

Uses no-ai-slop

  • Draft prose to edit
  • Source material containing any facts, numbers, dates, names, or citations that the revision may use
Use the no-ai-slop skill to edit the supplied draft. Replace vague claims with specific, checkable facts available in my source material; remove em dashes, filler phrases, intensifiers, weasel words, dramatic headings, repetitive section shapes, and fabricated attributions. Then apply the skill's self-check before returning the revised text. Do not invent facts or numbers.
skills/no-ai-slop/SKILL.md · Checked Sep 18, 2026
Suggested first task

Draft one evidence-grounded paragraph in Rossmann's voice

Uses rossmann-voice

  • Topic and intended audience
  • Verified facts, including relevant numbers, dates, sources, prices, components, suppliers, or exact identifiers
Use the rossmann-voice skill to write one short paragraph about my topic from the supplied verified facts. Ground the claim in exact numbers, dates, named sources, prices, components, suppliers, or identifiers where relevant; express criticism through precise description rather than adjectives; vary sentence length; and use contractions by default. Do not invent supporting details.
skills/rossmann-voice/SKILL.md · Checked Sep 18, 2026