anti-ai-slop-writing

skill
Security Audit
Warn
Health Warn
  • No license — Repository has no license file
  • Description — Repository has a description
  • Active repo — Last push 0 days ago
  • Community trust — 91 GitHub stars
Code Warn
  • Code scan incomplete — No supported source files were scanned during light audit
Permissions Pass
  • Permissions — No dangerous permissions requested
Purpose
This tool is a text prompt and rule set designed to be injected into AI coding assistants and chatbots. It forces the AI to remove common, detectable AI vocabulary and structural patterns so the output sounds more human-written.

Security Assessment
The overall risk is Low. The tool consists entirely of instructional markdown files (a core SKILL.md and a banned words list). It does not execute shell commands, does not make external network requests, and does not access sensitive data or files on your machine. No hardcoded secrets or dangerous permissions were found. The only caveat is that the automated code scanner failed to parse the specific source files, though the human-readable README confirms it is a simple text-based skill rather than executable code.

Quality Assessment
The project appears active and well-maintained, with repository updates pushed as recently as today. It has generated positive community traction, boasting 91 GitHub stars. While the automated scanner flagged a missing license file, the README explicitly states the project uses the MIT license, which fully permits open-source use and modification. The installation process is transparent and straightforward, simply requiring you to copy markdown files into a local skills directory.

Verdict
Safe to use.
SUMMARY

AI writing skill that eliminates detectable AI patterns. Works with Claude Code, Codex, Cursor, Gemini CLI, and 8+ other agents.

README.md

Anti-AI-Slop Writing Skill

A Claude Code skill (and universal SKILL.md) that forces any AI to produce human-sounding text by eliminating statistically detectable AI writing patterns.

What It Does

Every piece of text the AI produces — tweets, emails, articles, bios, reports, copy and message passes through constraints that eliminate the vocabulary, structure, punctuation, and formatting patterns that readers and detection tools flag as AI-generated.

Based on research from Carnegie Mellon (2025), Wikipedia's Signs of AI Writing page, Buffer's 52M post analysis, and community detection patterns documented across X and Reddit.

What It Catches

  • 50+ banned words flagged across multiple AI detection studies (delve, tapestry, landscape, testament, vibrant, pivotal, etc.)
  • 35+ banned phrases ("In today's competitive...", "It's worth noting...", "Not just X, but Y", etc.)
  • 16 banned sentence openers ("Certainly,", "Moreover,", "Additionally,", etc.)
  • 10 structural patterns (rule of three, uniform sentence length, hedging seesaw, corporate pep talk, passive voice, etc.)
  • Punctuation tells (em dash overuse, exclamation spam, ellipsis abuse)
  • Formatting leaks (markdown in plain text, emoji bullet points, hashtag stacks)
  • Accuracy failures (invented statistics, fabricated quotes, fake anecdotes)

Installation

Claude Code (plugin marketplace)

/plugin marketplace add jalaalrd/founder-toolkit

Claude Code (manual)

Copy the anti-ai-slop-writing folder to ~/.claude/skills/:

cp -r skills/anti-ai-slop-writing ~/.claude/skills/

Other AI Tools (Cursor, Codex, Gemini CLI, etc.)

Copy the SKILL.md file to your tool's skills directory. The SKILL.md format is cross-compatible with 11+ coding agents.

Any AI Chat (ChatGPT, Claude.ai, Gemini, etc.)

Copy the contents of SKILL.md and paste it at the start of any conversation. It works as a system-level writing constraint.

Usage

The skill activates automatically when you ask the AI to write anything. You can also invoke it directly:

/anti-ai-slop-writing

Or just ask: "Write this tweet / email / article and make it sound human."

File Structure

anti-ai-slop-writing/
├── SKILL.md                          # Core rules (under 500 lines)
└── references/
    └── banned-words.md               # Full banned vocabulary list (loaded on demand)

Author

Created by Jalaaldeen — builder of Wardex, ZakatChain, and open-source AI tooling for founders.

License

MIT

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