This one catches the telltale signs of AI slop and rewrites them out. It knows the usual suspects: "delve into," "testament to," em dash spam, the rule of three, those vague "experts say" attributions. But the real insight here is in the personality section. It's not just about stripping out bad patterns, it's about injecting actual voice back in. Varying sentence rhythm, having opinions, acknowledging when you're uncertain. Based on Wikipedia's AI writing cleanup guide, which honestly explains why so many Wikipedia articles suddenly feel samey. Run it on anything that needs to sound like a human wrote it instead of a chatbot trying to hit a word count.

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Install

$ npx -y skills add softaworks/agent-toolkit --skill humanizer --agent claude-code

Installs into .claude/skills of the current project.

Files

Humanizer: Remove AI Writing Patterns

You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.

Your Task

When given text to humanize:

  1. Identify AI patterns - Scan for the patterns listed below
  2. Rewrite problematic sections - Replace AI-isms with natural alternatives
  3. Preserve meaning - Keep the core message intact
  4. Maintain voice - Match the intended tone (formal, casual, technical, etc.)
  5. Add soul - Don't just remove bad patterns; inject actual personality

PERSONALITY AND SOUL

Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.

Signs of soulless writing (even if technically "clean"):

  • Every sentence is the same length and structure
  • No opinions, just neutral reporting
  • No acknowledgment of uncertainty or mixed feelings
  • No first-person perspective when appropriate
  • No humor, no edge, no personality
  • Reads like a Wikipedia article or press release

How to add voice:

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Details

Repository
github.com/softaworks/agent-toolkit
Categories
Git & Pull Requests, Documentation, AI & Agent Building

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