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humanizer

Humanizer scans text for telltale AI patterns—vague attributions, excessive em dashes, promotional phrasing, and passive constructions—then rewrites them to sound genuinely human. It can match your own writing voice if you provide a sample, and goes beyond pattern removal to inject personality and opinion where the writing feels sterile.

Humanizer removes AI-generated writing patterns to make your text sound more naturally written by a real person.

AI-generated summary based on this skill's SKILL.md

112 10 Apache-2.0updated by alecs5am

Decision gist · record as of 2026-07-27

Humanizer removes AI-generated writing patterns to make your text sound more naturally written by a real person. Humanizer scans text for telltale AI patterns—vague attributions, excessive em dashes, promotional phrasing, and passive constructions—then rewrites them to sound genuinely human. It can match your own writing voice if you provide a sample, and goes beyond pattern removal to inject personality and opinion where the writing feels sterile.

manual: git clone https://github.com/alecs5am/ralphy → cp -r ralphy/.agents/skills/humanizer ~/.claude/skills/humanizer
.agents/skills/humanizer/SKILL.md · version 9d1ae662

Use it when

  • Humanizer identifies and fixes specific AI vocabulary, passive voice, and structural tells that give away machine-generated text.
  • Yes.

Verify before relying

Read SKILL.md below before installing (4 files). Open directory: indexed for reading, not audited.

Same gist for agents: .md · .json

Install

alecs5am/ralphy/humanizer · repository language: TypeScript

Open directory. Skills are indexed for reading, not audited. Review a skill's body before installing it.

Frequently asked questions

AI-generated answers based on this skill's SKILL.md and metadata

What does humanizer do?

Humanizer scans text for telltale AI patterns—vague attributions, excessive em dashes, promotional phrasing, and passive constructions—then rewrites them to sound genuinely human. It can match your own writing voice if you provide a sample, and goes beyond pattern removal to inject personality and opinion where the writing feels sterile.

How do I remove AI writing patterns with humanizer?

Humanizer identifies and fixes specific AI vocabulary, passive voice, and structural tells that give away machine-generated text. Paste your content and humanizer will rewrite problematic phrases, flatten overused em dashes, convert passive constructions to active voice, and replace vague attributions with direct language that reads naturally.

Can humanizer make text sound less robotic?

Yes. Humanizer targets the formal, hedged tone typical of AI output—phrases like "it's important to note" and "one could argue"—and replaces them with conversational, direct language. It also adds personality and opinion to sterile prose, making the final text feel written by a real person rather than a model.

Does humanizer detect AI language patterns?

Humanizer is built to detect and fix AI-generated prose by recognizing common tells: excessive em dashes, passive voice clusters, promotional language, and vague hedging. It flags these patterns and rewrites them, though the core strength lies in rewriting rather than flagging alone.

Can I match humanizer's edits to my own voice?

Yes. Humanizer can match writing to a reference sample or personal voice style. Provide a writing sample that reflects your tone and perspective, and humanizer will apply similar patterns—word choice, sentence rhythm, opinion density—to your AI-generated text so the final output sounds like you wrote it.

Is humanizer open source?

Humanizer is released under the Apache-2.0 license, making it free to use, modify, and distribute under the terms of that license.

SKILL.md

Rendered from the published skill. Quoted content, verbatim.

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

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.agents/skills/humanizer/LICENSE
.agents/skills/humanizer/README.md
.agents/skills/humanizer/SKILL.md
.agents/skills/humanizer/WARP.md

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Tags
prose-editingai-detectionvoice-calibrationwriting-authenticitypattern-removalcontent-refinementlinguistic-analysistone-matchingpublication-ready