humanizer
Humanizer identifies telltale signs of AI-generated text—including promotional language, superficial analyses, em dash overuse, and artificial vocabulary—then rewrites problematic sections to restore natural voice. Beyond pattern removal, it injects personality and authenticity by varying sentence rhythm, adding opinions, and preserving human complexity that sterile writing lacks.
Humanizer detects and removes AI-generated writing patterns to make text sound more natural and human.
AI-generated summary based on this skill's SKILL.md
Install
nanoAgentTeam/research-claw/humanizer · repository language: Python
git clone https://github.com/nanoAgentTeam/research-claw
cp -r research-claw/config/.skills/humanizer ~/.claude/skills/humanizernpx skillfed install nanoAgentTeam/research-claw/humanizerFrequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
How does humanizer remove AI writing patterns from my text?
Humanizer scans your writing for telltale AI signatures: excessive em dashes, rule-of-three constructions, vague attributions, promotional language, and artificial vocabulary. Once detected, it rewrites those sections to restore natural rhythm and authenticity. The tool goes beyond simple pattern removal by injecting personality, varying sentence structure, and preserving the human complexity that sterile AI writing lacks.
What specific AI language tells does humanizer fix?
Humanizer targets concrete AI tells including em dash overuse, rule-of-three repetition, superficial -ing phrases, copula avoidance patterns, and vague attributions. It also removes promotional language and inflated significance claims that often signal AI generation. By addressing these specific patterns, humanizer makes your writing sound genuinely human rather than algorithmically produced.
Can humanizer detect AI generated content in my document?
Yes. Humanizer identifies sections likely written by AI through pattern recognition: it flags robotic vocabulary, superficial linguistic constructions, and structural tells that distinguish machine writing from human authorship. Once detected, humanizer highlights these passages and offers rewrites that restore natural voice and authentic personality to your content.
How does humanizer add personality to soulless writing?
Humanizer transforms sterile text by varying sentence rhythm, introducing opinions and nuance, and preserving the complexity that makes human writing compelling. Rather than just removing AI patterns, it actively injects authentic voice—breaking up mechanical phrasing, adding conversational touches, and restoring the imperfect authenticity that distinguishes real human writing from soulless AI output.
What makes humanizer different from other AI detection tools?
Humanizer doesn't just flag AI writing—it rewrites it. Beyond detecting promotional language, vague phrases, and artificial vocabulary, humanizer actively restores natural voice by rewriting problematic sections with personality, varied pacing, and human complexity. It's both an auditor and an editor, licensed under MIT for transparent, open-source AI writing improvement.
Can humanizer remove promotional language and inflated claims?
Yes. Humanizer identifies and removes promotional language, exaggerated significance claims, and other marketing-speak that often masks AI generation. By stripping these artificial elements and replacing them with straightforward, authentic phrasing, humanizer helps your writing sound credible and genuinely human rather than algorithmically polished.
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 Task
When given text to humanize:
- Identify AI patterns - Scan for the patterns listed below
- Rewrite problematic sections - Replace AI-isms with natural alternatives
- Preserve meaning - Keep the core message intact
- Maintain voice - Match the intended tone (formal, casual, technical, etc.)
- Add soul -
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config/.skills/humanizer/README.md
config/.skills/humanizer/SKILL.md
config/.skills/humanizer/WARP.md