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
Decision gist · record as of 2026-06-08
Humanizer detects and removes AI-generated writing patterns to make text sound more natural and human. 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.
Use it when
- Humanizer targets concrete AI tells including em dash overuse, rule-of-three repetition, superficial -ing phrases.
- Yes.
Verify before relying
Read SKILL.md below before installing (3 files). Open directory: indexed for reading, not audited.
Install
nanoAgentTeam/research-claw/humanizer · repository language: Python
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
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 -
(truncated - see the full file via the links below)
File tree — 3 files
config/.skills/humanizer/README.md
config/.skills/humanizer/SKILL.md
config/.skills/humanizer/WARP.md
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Related skills
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.
This skill detects and fixes telltale signs of AI-generated text—from promotional language and rule-of-three patterns to em dash overuse and AI vocabulary. Beyond removing these markers, it injects genuine voice and personality into writing, ensuring your text reads like it came from a real person, not an algorithm.
Humanizer identifies and rewrites text that bears hallmarks of AI generation, replacing sterile patterns with genuine personality and natural rhythm. It scans for 24 common AI writing signatures—from significance inflation to synonym cycling—then reconstructs passages with opinions, specificity, and human imperfection. The skill goes beyond pattern removal to inject actual voice, ensuring your writing sounds like it came from a thinking person, not an algorithm.
Humanize identifies and rewrites text that bears hallmarks of AI generation, replacing patterns like promotional language, superficial analyses, and vague attributions with natural alternatives. The skill preserves meaning while restoring voice and personality—injecting opinions, varying sentence rhythm, and adding specificity where sterile writing would otherwise remain.
Inno Humanizer identifies and eliminates signs of AI-generated writing—including promotional language, vague attributions, excessive em dashes, and superficial analyses—to restore a natural voice to your text. Beyond pattern removal, it helps inject genuine personality and perspective into writing that might otherwise feel sterile or algorithmic.
Humanizer identifies and rewrites AI-generated text patterns to restore natural voice and authenticity. It detects issues like promotional language, superficial analyses, excessive conjunctive phrases, and vague attributions, then replaces them with genuine alternatives. Beyond pattern removal, it helps inject personality and human perspective back into writing.
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