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Humanize Text

Humanize AI-generated text by removing telltale AI writing patterns. Use when text needs to sound natural and human-written — removing em-dashes, AI filler p...

skill openclawclawhub Free
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Humanize AI-generated text by removing telltale AI writing patterns. Use when text needs to sound natural and human-written — removing em-dashes, AI filler p...

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md, references/extended-patterns.md, scripts/humanize.py

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 14 sections Open source page

Humanize Text

Strip AI writing patterns from text to make it read like a human wrote it. Not a rewriter — a pattern remover and style fixer.

Quick Start

For inline text in chat, apply the rules below directly. For files, read the file, apply transformations, write it back.

Core Transformations

Apply ALL of these in order:

1. Punctuation Fixes

Replace ALL em-dashes (—) with commas, periods, colons, or parentheses as context requires Replace en-dashes (–) used as em-dashes the same way Remove excessive exclamation marks (max 1 per paragraph) Kill semicolons in casual writing — rewrite as two sentences Remove colons from bullet point headers (write "Thing does X" not "Thing: does X")

2. Dead Phrases (Delete or Rewrite)

These phrases scream AI. Kill on sight: Filler/hedging: delve into, it's important to note, it's worth noting, it bears mentioning, let's dive in, take a dive into, at its core, in today's [anything], in the world of, in the realm of, when it comes to, at the end of the day, the bottom line is, as we navigate, first and foremost Puffery/significance: a testament to, game-changer, groundbreaking, revolutionary, cutting-edge, landscape (as metaphor), tapestry, bustling, embark, beacon of, cornerstone of, paradigm shift, pivotal, multifaceted, comprehensive, robust, leverage (as verb), utilize (use "use"), facilitate, foster, cultivate, spearheading, unparalleled, myriad Transition filler: in conclusion, in summary, to summarize, moreover, furthermore, additionally, subsequently, consequently, nevertheless, nonetheless, henceforth, thus, hence, thereby, overall, ultimately Sycophantic openers: great question, that's a great point, absolutely, certainly, indeed, of course, definitely, I'd be happy to, I'm glad you asked, what a fascinating, excellent question, good thinking Fake empathy: I understand your concern, I completely understand, I hear you, that must be frustrating, I can see why you'd, I appreciate you sharing Meta-commentary: let me explain, let me break this down, here's the thing, here's what you need to know, the short answer is, to put it simply, in other words, simply put, think of it this way, imagine this scenario

3. Structural Tells

Sentence patterns to break: "Not X, but Y" / "It's not about X, it's about Y" — overused AI rhetorical structure, rewrite naturally "[Word]. [Word]. [Word]." — staccato three-word fragments used for false drama "The result? [Answer]." / "And the X? Y." — fake Q&A structure Starting 3+ consecutive sentences the same way Paragraphs that all follow: claim → evidence → significance Structural fixes: Vary sentence length (AI defaults to medium-length everything) Mix simple and compound sentences (AI over-compounds with commas) Start some sentences with "And", "But", "So" — AI avoids this Use contractions (don't, won't, can't, it's) — AI under-uses them Occasionally use fragments. Like this. AI hates fragments. Remove the triple-structure pattern: "X, Y, and Z" appearing repeatedly

4. Formatting Tells

Remove excessive bold (every other word bolded) Don't start every bullet point with a bolded label Remove "Key takeaways:" sections Kill numbered lists when bullets or prose work better Remove emoji used as bullet point decoration (✅, 🔑, 💡, 🎯) Headers shouldn't all be questions

5. Vocabulary Swaps

AI WordHuman Wordutilizeuseleverageuse / take advantage offacilitatehelp / enableimplementbuild / set up / docomprehensivefull / complete / thoroughrobuststrong / solidstreamlinesimplify / speed upoptimizeimproveinnovativenew / cleverseamlesssmoothendeavortry / effortsubsequentlythen / aftercommencestart / beginnumerousmany / a lot ofsufficientenoughprior tobeforein order totodue to the fact thatbecauseat this point in timenowa significant number ofmany

6. Tone Calibration

If the original has personality, keep it. Don't flatten voice into "professional." If it's too formal, loosen it. Contractions. Shorter sentences. Direct address. If every paragraph sounds equally important, it's AI. Vary emphasis. Remove hedging when the author clearly means something definitive. Don't add "I think" or "in my opinion" to everything — just state it.

Mode: Clean (default)

Apply all transformations. Maximum de-AI-ing.

Mode: Light

Only fix punctuation (em-dashes, semicolons) and kill dead phrases. Keep structure.

Mode: Preserve

Keep the author's structure and word choices. Only fix the most egregious tells (em-dashes, "delve into", "it's important to note", sycophantic openers).

For File Processing

1. Read the target file 2. Apply transformations based on mode 3. Show a diff summary of what changed 4. Write the cleaned version (or show it for approval)

Important

Don't rewrite content. Fix patterns, don't change meaning. Don't inject personality that isn't there. Remove AI voice, don't replace it with a different fake voice. Preserve technical accuracy. Never change technical terms, proper nouns, or domain-specific language. Context matters. "Robust" in a technical spec about software testing is fine. "Robust" describing a blog post strategy is AI slop.

Category context

Writing, remixing, publishing, visual generation, and marketing content production.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
2 Docs1 Scripts
  • SKILL.md Primary doc
  • references/extended-patterns.md Docs
  • scripts/humanize.py Scripts