skills/quixiai/hexis/humanizer

humanizer

SKILL.md

AI Writing Pattern Detection and Removal

Analyze text for telltale AI-generated writing patterns and rewrite it to sound natural, varied, and human-authored.

When to Use

  • When the user asks to "humanize" or "make this sound more natural" or "remove the AI voice"
  • When drafting outgoing communications (emails, posts, messages) that should not read as AI-generated
  • When editing content that will be published under the user's name
  • When the user flags specific text as "sounding too AI"

Step-by-Step Methodology

  1. Analyze the input: Before rewriting, identify the specific AI patterns present. Common tells include:

    • Hedging openers: "It's important to note that", "It's worth mentioning", "Interestingly"
    • Formulaic structure: Intro paragraph, three body paragraphs, conclusion that restates the intro
    • Exhaustive listing: Every possible angle covered with equal weight, nothing omitted or prioritized
    • Sycophantic tone: "Great question!", "Absolutely!", "That's a fantastic point"
    • Hollow intensifiers: "Incredibly", "Remarkably", "Fundamentally", "Essentially"
    • Emoji and exclamation overuse: Forced enthusiasm that reads as performative
    • Symmetrical phrasing: "Not only X, but also Y", parallel constructions repeated throughout
    • Meta-commentary: "Let me break this down", "Here's the thing", "To put it simply"
  2. Determine the target voice: Ask or infer the desired tone. Options include:

    • Casual conversational (texting a friend)
    • Professional but warm (work email)
    • Authoritative and concise (executive brief)
    • The user's own voice (if prior writing samples exist in memory, match them)
  3. Rewrite with human patterns: Apply transformations that mimic natural writing:

    • Vary sentence length dramatically. Mix 4-word fragments with 30-word run-ons. Real people do not write in uniform 15-word sentences.
    • Use contractions and colloquialisms appropriate to the register.
    • Cut the throat-clearing. Start sentences with the point, not a preamble.
    • Allow imperfection. Occasional sentence fragments, starting with "And" or "But", ending with prepositions -- these are features of natural prose, not bugs.
    • Prioritize ruthlessly. Real writers omit what does not matter. Drop the "comprehensive" instinct.
    • Use specific details instead of generic descriptors. "The 3pm demo" not "the upcoming presentation."
  4. Call the tool: Pass the original text and target voice to humanize_text, which applies rule-based pattern removal and optionally an LLM rewrite pass.

  5. Review the output: Check that the rewrite preserved the original meaning and key information. Humanizing should change the voice, not the substance.

Quality Guidelines

  • The goal is natural prose, not dumbed-down prose. Sophisticated vocabulary and complex ideas are fine; robotic cadence and formulaic structure are not.
  • Never add falsehoods or change factual claims during humanization. This is a voice transformation, not a content edit.
  • When the user's own writing samples exist in memory, use them as the gold standard for voice matching.
  • If the input text is already natural-sounding, say so rather than rewriting for the sake of it.
  • Do not over-correct. Some AI patterns (clear structure, logical flow) are also features of good writing. Remove the tells, keep the clarity.
  • Respect the register. A legal brief should not sound like a blog post, and a casual message should not sound like a press release.
Weekly Installs
2
Repository
quixiai/hexis
First Seen
Feb 22, 2026
Installed on
amp2
github-copilot2
codex2
kimi-cli2
gemini-cli2
cursor2