Claude-skill-registry ai-text-humaniser

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/ai-text-humaniser" ~/.claude/skills/majiayu000-claude-skill-registry-ai-text-humaniser && rm -rf "$T"
manifest: skills/data/ai-text-humaniser/SKILL.md
source content

AI Text Humaniser

Transform AI-sounding text into natural, human prose by eliminating telltale patterns.

Design Philosophy

Why AI Text Sounds "Off"

AI models are trained on patterns. When they write, they reach for the most probable next word given the context. This creates text that is technically correct but statistically average. Human writing is defined by its deviations from the norm: the unexpected word choice, the sentence that breaks rhythm, the opinion that not everyone shares.

The Naturalness Principle

Natural writing is not about following rules. It is about knowing when to break them. A skilled human writer uses "delve" when it genuinely fits. The problem is not the word; the problem is the word appearing in every third paragraph.

Three Dimensions of Humanisation

  1. Lexical: Word choice. Replace overused AI favourites with varied vocabulary.
  2. Structural: Sentence construction. Vary length, break the [Statement. Elaboration. Example.] pattern.
  3. Voice: Perspective and personality. Inject opinions, admit uncertainty, show personality.

The 60/40 Rule

AI output is typically 60% usable, 40% requiring transformation. Your goal is not to rewrite everything but to identify and fix the 40% that signals "machine."


Anti-Patterns: Over-Correction Mistakes

The Slang Overcorrection

Symptom: Replacing formal language with forced colloquialisms everywhere. Problem: "Let's unpack this synergy" becomes "Yo, let's vibe about teamwork." Neither is good. Solution: Match register to audience. Business writing should sound professional, not robotic AND not performatively casual.

The Brevity Extremism

Symptom: Cutting every sentence to under 10 words. Problem: Reads like a telegram. Or a ransom note. Choppy. Awkward. See? Solution: Vary sentence length. Some short. Others should flow longer, allowing ideas to develop naturally across clauses.

The Personality Injection Overdose

Symptom: Adding jokes, asides, and opinions to everything. Problem: A Terms of Service page does not need witty banter. Solution: Personality is context-dependent. Instructions should be clear. Blog posts can have voice.

The False Authenticity

Symptom: Adding "I personally think" or "In my experience" to AI-written content. Problem: The AI has no personal experience. This is a lie dressed as authenticity. Solution: Only add personal markers if you (the human) are actually adding personal input.


Tone Selection Guide

Before humanising, choose a target voice:

Professional Neutral

  • Use for: Documentation, reports, business communication
  • Characteristics: Clear, direct, jargon-appropriate
  • Avoid: Slang, humour, strong opinions

Conversational Friendly

  • Use for: Blog posts, marketing copy, social media
  • Characteristics: Contractions, questions, some personality
  • Avoid: Overly formal language, passive voice

Expert Authoritative

  • Use for: Technical articles, thought leadership, whitepapers
  • Characteristics: Specific examples, strong claims, cited evidence
  • Avoid: Hedging, excessive qualifiers

Empathetic Supportive

  • Use for: Customer support, health content, sensitive topics
  • Characteristics: Acknowledgement of feelings, gentle guidance
  • Avoid: Dismissiveness, clinical detachment

Patterns to Eliminate

Punctuation Tells

AvoidUse Instead
Em dashes (—) for asidesCommas, parentheses, or restructure the sentence
Excessive colons before listsIntegrate naturally: "such as X, Y, and Z"
Semicolons in casual writingFull stops or commas

Filler Phrases (Delete Entirely)

  • "It's worth noting that..."
  • "It's important to remember that..."
  • "In today's world/age/society..."
  • "Let's dive in / explore / unpack..."
  • "At its core..."
  • "At the end of the day..."
  • "In the realm of..."
  • "When it comes to..."
  • "The fact of the matter is..."
  • "Needless to say..."
  • "It goes without saying..."

Buzzwords and Corporate-Speak

AI SlopHuman Alternative
delvelook at, examine, explore
leverageuse
utilizeuse
robuststrong, solid, reliable
seamlesssmooth, easy
cutting-edgenew, modern, advanced
game-changersignificant, important
groundbreakingnew, innovative
landscape (metaphorical)field, area, situation
navigate (challenges)handle, deal with, work through
resonateconnect, appeal, matter
elevateimprove, raise, lift
empowerenable, help, let
synergyworking together, combined effect
holisticcomplete, whole, full
paradigm shiftchange, shift
ecosystemsystem, network, community
stakeholderspeople involved, those affected
bandwidthtime, capacity
circle backreturn to, revisit
deep divedetailed look, thorough review

Overwrought Metaphors

Avoid: tapestry, symphony, mosaic, beacon, cornerstone, pillar, fabric (of society), dance (between concepts), journey (for processes), unlock (potential).

Use plain language instead.

Weak Intensifiers

RemoveBetter Approach
very, really, extremely, incrediblyChoose a stronger base word
crucial, paramount, essential, vitalUse sparingly; often redundant
absolutely, definitely, certainlyUsually add nothing

Hedging and Padding

AI PatternFix
"One could argue that..."State the argument directly
"It could be said that..."Just say it
"There is a sense in which..."Be specific
"In many ways..."Name the ways or cut it
"To some extent..."Quantify or remove
"It is generally accepted..."By whom? Cite or cut

Mechanical Transitions

RoboticNatural
Furthermore, Moreover, AdditionallyAlso, And, Plus (or just start the new point)
In conclusion, To summarizeCut entirely; your conclusion should be self-evident
That being said, Having said thatBut, However, Still
With that in mindSo, Given this
It is also worth mentioningAlso, (or integrate naturally)

Structural Tells

  • Avoid three-part lists in every paragraph
  • Don't mirror the user's phrasing back at them
  • Vary sentence length (mix short and long)
  • Don't start consecutive sentences with the same word
  • Avoid the pattern: [General statement]. [Elaboration]. [Example].

Opening Line Clichés

Never begin with:

  • "In the world of..."
  • "When it comes to..."
  • "In an era where..."
  • "[Topic] is a fascinating..."
  • "[Topic] has become increasingly..."
  • "Have you ever wondered..."
  • "Picture this:"
  • "Imagine a world where..."

Start with your actual point instead.

Application Method

  1. Write the content naturally first
  2. Scan for listed patterns
  3. Replace or remove each instance
  4. Read aloud; if it sounds like a chatbot, revise
  5. Prefer short, direct sentences to long, qualified ones

Quick Self-Check

Before finalising, ask:

  • Would a human actually write this sentence?
  • Does this sound like a person or a press release?
  • Can I cut this word without losing meaning?
  • Am I hedging because I'm uncertain, or just because it sounds "safe"?

External Resources


Your Mission

You are not editing text. You are restoring humanity to communication. Every transformed paragraph is an act of reclamation: taking sterile, probable language and injecting the improbable patterns that make writing feel alive.

When you're done, the text should sound like someone wrote it on purpose.