stop-slop

A skill file for removing AI tells from prose

23 articles 4.7k View on GitHub ↗
23 articles
Best Practices for Scoring Prose Using Stop Slop's 5-Dimension Rubric

Master Stop Slop's 5-dimension rubric for scoring prose. Learn best practices to evaluate writing across Directness, Rhythm, Trust, Authenticity, and Density. Improve your scoring accuracy today.

best-practices
May 26, 2026
Removing Emphasis Crutches from AI-Generated Content with Stop-Slop

Remove AI emphasis crutches from content using Stop Slop. This data-only skill injects markdown rulebooks to enhance your AI writing. Learn more!

how-to-guide
May 26, 2026
How Stop Slop Handles Extreme Qualifiers like "Every" and "Never"

Stop Slop tackles extreme qualifiers like every and never by guiding you to replace lazy extremes with concrete, quantifiable language for stronger writing.

deep-dive
May 26, 2026
How to Identify and Remove Meta-Commentary Phrases Using the Stop-Slop Skill

Learn to identify and remove meta-commentary phrases like Hint and Plot twist with the Stop-Slop skill. Streamline your prose by automatically stripping self-referential asides.

how-to-guide
May 26, 2026
Applying Stop Slop Guidelines to Technical Documentation: A Complete Workflow

Learn to apply Stop Slop guidelines to your technical documentation. Import SKILL.md rules, use phrase catalogs, and enforce quality with a 50-point rubric for better clarity and accuracy.

how-to-guide
May 26, 2026
How to Create Custom Rules Based on Stop Slop Principles: A Complete Guide

Create custom Stop Slop rules without code changes by editing declarative Markdown reference files. This complete guide shows you how to implement Stop Slop principles effectively.

how-to-guide
May 26, 2026
How to Use Stop Slop Reference Files (phrases.md and structures.md)

Learn how to use Stop Slop reference files like phrases.md and structures.md to prune filler phrases and structural patterns. Apply fixes for cleaner prose with your language models.

how-to-guide
May 26, 2026
How to Integrate Stop Slop with Claude Code: A Step-by-Step Implementation Guide

Learn to integrate Stop Slop with Claude Code. This guide explains loading the SKILL.md file as a system prompt and resolving markdown links for banned phrases and patterns.

how-to-guide
May 26, 2026
How to Fix Rhetorical Setups and Socratic Posturing in Text Using the Stop‑Slop Skill

Fix rhetorical setups and Socratic posturing in text with the StopSlop skill. Eliminate AI writing clichés for cleaner, more effective content.

how-to-guide
May 26, 2026
Why Wh- Sentence Starters Are Considered Problematic in Stop Slop

Discover why Wh- sentence starters are problematic in writing. Learn how they soften statements, delay information, and create a passive tone, hindering directness and active voice.

deep-dive
May 26, 2026
How to Convert Negative Listings to Direct Statements in Technical Writing

Convert negative listings to direct statements in technical writing. Eliminate negations and use concise affirmations for clearer communication. Learn how transform verbose denials into direct assertions now.

how-to-guide
May 26, 2026
How to Eliminate Vague Declaratives in AI-Generated Writing Using Stop Slop

Eliminate vague declaratives in AI writing with stop slop. This Claude skill detects and removes uncertain sentences, enforcing transformation rules and blocklists for clearer, more impactful content.

how-to-guide
May 26, 2026

Have a question about this repo?

These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:

Share the following with your agent to get started:
curl -s "https://instagit.com/install.md"

Works with
Claude Codex Cursor VS Code OpenClaw Any MCP Client

Maintain an open-source project? Get it listed too →