Does it work automatically within Claude Code?

Yes, the skill includes PostToolUse hooks that automatically scan your content after it is written and trigger immediate revisions if patterns are detected.

Can it detect hallucinated citations?

Yes, the skill specifically prioritizes checking for citation problems, including hallucinated DOIs, dead links, and non-existent sources often created by LLMs.

How does this skill improve my writing?

It scans your output for common AI 'tells' and automatically suggests revisions that use more specific, concrete, and varied language to ensure the final text sounds natural and human.

What are AI anti-patterns?

AI anti-patterns are linguistic markers, structural formulas, or technical artifacts—such as 'rich tapestry' or 'turn0search0'—that signal content was generated by an AI model.

Why is it important to remove these patterns?

Generic AI writing patterns can undermine your credibility. This skill ensures your content maintains a high standard of professional quality by removing detectable machine artifacts.

AI Anti-Pattern Detector

Name: AI Anti-Pattern Detector
Author: edwinhu

byedwinhu

0•

Content Management

Refines and humanizes AI-generated text by identifying and removing common linguistic markers, puffery, and technical artifacts.

This skill serves as a sophisticated quality control layer for AI-assisted writing, leveraging patterns identified in Wikipedia’s comprehensive guide to AI writing indicators. It automatically scans outputs for critical artifacts like internal search references and prompt refusals, as well as high-severity indicators such as flowery puffery, repetitive structural formulas, and excessive promotional language. By integrating PostToolUse hooks, the skill ensures that content produced within Claude Code is immediately revised to sound more natural, professional, and authentically human before final submission.

Key Features

01Automatic detection of technical artifacts like turn0search and oaicite

02PostToolUse hooks for seamless, automated content revision

030 GitHub stars

04Identification and removal of AI puffery and hyperbolic language

05Structural analysis to correct formulaic 'Rule of Three' patterns

06Detailed reference library for 12 categories of AI writing indicators

Use Cases

01Cleaning up technical documentation to remove robotic prompt refusals

02Polishing professional emails to avoid generic AI-sounding structures

03Auditing AI-generated blog posts or articles for natural readability

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add edwinhu/workflows ai-anti-patterns

For use in Claude.ai and ChatGPT

Download Skill