Smithery Logo
MCPsSkillsDocsPricing
Login
Smithery Logo

Accelerating the Agent Economy

Resources

DocumentationPrivacy PolicySystem Status

Company

PricingAboutBlog

Connect

© 2026 Smithery. All rights reserved.

    adnanmueller

    ai-text-humaniser

    adnanmueller/ai-text-humaniser
    Writing
    1

    About

    SKILL.md

    Install

    Install via Skills CLI

    or add to your agent
    • Claude Code
      Claude Code
    • Codex
      Codex
    • OpenClaw
      OpenClaw
    • Cursor
      Cursor
    • Amp
      Amp
    • GitHub Copilot
      GitHub Copilot
    • Gemini CLI
      Gemini CLI
    • Kilo Code
      Kilo Code
    • Junie
      Junie
    • Replit
      Replit
    • Windsurf
      Windsurf
    • Cline
      Cline
    • Continue
      Continue
    • OpenCode
      OpenCode
    • OpenHands
      OpenHands
    • Roo Code
      Roo Code
    • Augment
      Augment
    • Goose
      Goose
    • Trae
      Trae
    • Zencoder
      Zencoder
    • Antigravity
      Antigravity
    ├─
    ├─
    └─

    About

    Removes common AI-generated text patterns that make writing obviously machine-produced.

    SKILL.md

    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

    Avoid Use Instead
    Em dashes (—) for asides Commas, parentheses, or restructure the sentence
    Excessive colons before lists Integrate naturally: "such as X, Y, and Z"
    Semicolons in casual writing Full 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 Slop Human Alternative
    delve look at, examine, explore
    leverage use
    utilize use
    robust strong, solid, reliable
    seamless smooth, easy
    cutting-edge new, modern, advanced
    game-changer significant, important
    groundbreaking new, innovative
    landscape (metaphorical) field, area, situation
    navigate (challenges) handle, deal with, work through
    resonate connect, appeal, matter
    elevate improve, raise, lift
    empower enable, help, let
    synergy working together, combined effect
    holistic complete, whole, full
    paradigm shift change, shift
    ecosystem system, network, community
    stakeholders people involved, those affected
    bandwidth time, capacity
    circle back return to, revisit
    deep dive detailed 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

    Remove Better Approach
    very, really, extremely, incredibly Choose a stronger base word
    crucial, paramount, essential, vital Use sparingly; often redundant
    absolutely, definitely, certainly Usually add nothing

    Hedging and Padding

    AI Pattern Fix
    "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

    Robotic Natural
    Furthermore, Moreover, Additionally Also, And, Plus (or just start the new point)
    In conclusion, To summarize Cut entirely; your conclusion should be self-evident
    That being said, Having said that But, However, Still
    With that in mind So, Given this
    It is also worth mentioning Also, (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

    • Style Guides: Strunk & White's Elements of Style — The classic on concise writing
    • On Writing Well: William Zinsser's guide to non-fiction prose
    • AI Detection Research: GPTZero methodology — Understanding what detectors look for
    • Voice Development: Ann Handley's Everybody Writes — Finding your voice

    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.

    Repository
    adnanmueller/am-dev-plugins
    Files