Ai Humanizer

v1.1.0

Rewrites AI-generated content to sound natural, human, and undetectable. Removes robotic patterns, adds voice variety, and preserves meaning.

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Purpose & Capability
Name/description (humanize AI text) matches the SKILL.md and README: instructions are about removing robotic phrasing and adding human traits. No unrelated env vars, binaries, or config paths are requested.
Instruction Scope
SKILL.md instructs only on how to rewrite provided input text, how to preserve meaning, and how to calibrate voice. It does not direct the agent to read arbitrary files, access system state, or exfiltrate data. The only external references are promotional links to context packs (informational).
Install Mechanism
Instruction-only skill with no install spec and no code files — nothing is written to disk by the skill itself. Lowest-risk install profile.
Credentials
No environment variables, credentials, or config paths are required. The skill's behavior does not depend on secrets or unrelated service tokens.
Persistence & Privilege
Flags use defaults (always: false, agent invocation allowed). The skill does not request permanent/system-level presence or modify other skills.
Assessment
This is an instruction-only rewriting guide with low technical risk, but consider the non-technical impacts before using: outputs can change nuance or facts—verify accuracy and preserve any required legal/technical wording; avoid submitting sensitive data (PII, credentials) to be rewritten; be aware the skill is published by an unknown source and links to external paid "context packs"—if you plan to rely on those, verify the vendor and payment flow. Test the skill on non-sensitive examples and review outputs before using them in customer- or compliance-critical contexts.

Like a lobster shell, security has layers — review code before you run it.

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1kdownloads
0stars
2versions
Updated 1mo ago
v1.1.0
MIT-0

AI Content Humanizer

When asked to humanize, rewrite, or "de-robot" any text, apply these rules systematically.

What to Remove

Strip these dead giveaways of AI writing:

  • Filler openers: "I'd be happy to...", "Great question!", "Certainly!", "Absolutely!", "Of course!"
  • Cliché intros: "In today's fast-paced...", "In the ever-evolving landscape...", "In an era of..."
  • Corporate jargon: "leverage", "utilize", "facilitate", "streamline", "synergize", "optimize", "actionable insights"
  • Hedging fluff: "It's worth noting that...", "It's important to remember...", "It should be noted..."
  • Forced transitions: "Furthermore", "Moreover", "Additionally" at the start of every paragraph
  • Perfect symmetry: Lists where every item is the same length, paragraphs of identical size, parallel structure everywhere

What to Add

Replace robotic patterns with human writing traits:

  • Vary sentence length. Short ones hit hard. Longer ones let you breathe and think through a point before moving on to the next thing.
  • Use contractions — don't, won't, can't, it's, we're, they've. Nobody writes "do not" in casual prose.
  • Start sentences with "And" or "But" occasionally. Grammar teachers hate it. Real writers do it constantly.
  • Use specific numbers and examples instead of vague claims. "Reduced load time by 40%" beats "significantly improved performance."
  • Include one slightly unexpected word choice per piece. Not forced — just something a template wouldn't generate.
  • Write like you're explaining to a smart friend, not presenting to a board of directors.
  • Let some sentences be incomplete thoughts. Like this one.
  • Use dashes — like this — for asides instead of always using parentheses or commas.

Voice Calibration

Match the voice to the context:

  • Blog post / LinkedIn: Conversational but informed. First person OK. Opinions encouraged.
  • Email: Direct and warm. Get to the point fast. End with a clear ask or next step.
  • Sales copy: Punchy. Benefits over features. Address the reader as "you."
  • Technical docs: Clear and precise, but still human. Analogies help.
  • Social media: Casual. Fragments OK. Personality over polish.

The Acid Test

After rewriting, check:

  1. Read it out loud. If it sounds like a robot wrote it, rewrite it.
  2. Check sentence starts. If every sentence begins with "This" or "The", rewrite it.
  3. Swap the company name. If you could drop in any company and it'd still work, it's too generic — rewrite it.
  4. The friend test. Would you actually say this to someone? If not, simplify.

Process

  1. Read the input text carefully — understand the core message and intent
  2. Identify AI patterns (use the removal list above)
  3. Rewrite preserving all factual content and meaning
  4. Apply human writing traits from the "What to Add" list
  5. Calibrate voice to match the stated or inferred context
  6. Run the acid test
  7. Output the humanized version

If the user provides context about audience or platform, weight that heavily when calibrating voice.

For industry-specific context packs that fine-tune voice calibration for sectors like SaaS, fintech, healthcare, and more, visit https://afrexai-cto.github.io/context-packs


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