AI Text Humanizer Toolkit

    1

    Detect and rewrite AI-generated text using 16 pattern categories to bypass GPTZero, Turnitin, and Originality.ai.

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    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIMuseMuseOpenClawOpenClaw+21 more

    AI Text Humanizer Toolkit

    Example session with this skill installed

    Detect AI patterns in this text: "In the rapidly evolving landscape of technology, it is pivotal to delve into the tapestry of innovation to foster growth." Then transform it to sound human.

    • Read your context and instructions
    • Compiled the ai text humanizer
    • Generated the document

    I have analyzed the provided text and identified several high-signal AI markers including significance inflation ("pivotal"), AI vocabulary ("delve", "tapestry", "landscape"), and filler phrases ("foster growth").

    AI Detection & Transformation Report

    MetricOriginalTransformedResult
    AI ProbabilityVery HighLowPassed
    Issue Count50Clean
    Key IssuesVocabulary, InflationNoneFixed

    Original Text

    "In the rapidly evolving

    landscape of technology, it is

    pivotal to

    delve into the

    tapestry of innovation to

    foster growth."

    Humanized Version

    As technology changes quickly, we need to look closely at new ideas to keep growing.

    Changes applied:

    • Replaced copula avoidance ("it is pivotal to") with direct action.
    • Stripped "landscape," "delve," and "tapestry" which are high-probability AI triggers.
    • Simplified "foster growth" to "keep growing" to reduce significance inflation.
    • Removed pseudo-intellectual opening filler.

    Next steps

    1. Run python scripts/detect.py clean.txt to verify the final score.
    2. Manually check if any industry-specific jargon was over-simplified during the "Aggressive" pass.
    3. Use the -j flag if you need to pipe these results into a custom dashboard.

    ai-text-humanizer-toolkit.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Strip AI signatures like 'delve' and 'tapestry' from marketing copy.Bypass AI detection filters in academic or professional submissions.Automate the removal of chatbot artifacts from batch-generated content.Audit existing content libraries for high-probability AI markers.

    About this skill

    The problem

    AI detectors flag generated content due to predictable patterns like significance inflation, specific vocabulary, and characteristic artifacts. Manual editing to bypass these filters is tedious, inconsistent, and often misses subtle linguistic markers that trigger high probability scores.

    What it does

    • Scans text for 16 distinct categories of AI signatures including citation bugs and knowledge cutoff markers.
    • Automatically strips chatbot artifacts, smart quotes, and markdown formatting that signal machine origin.
    • Rewrites filler phrases and complex copula avoidance patterns into natural human phrasing.
    • Provides a comparison tool to audit detection scores before and after transformation.

    Frameworks & tools

    Python CLI scripts, JSON-based pattern libraries, and Wikipedia's Signs of AI Writing methodology.

    Why this beats prompting it yourself

    General "write like a human" prompts often fail because LLMs struggle to recognize their own statistical signatures. This skill uses a deterministic, pattern-based approach to identify and fix 16 specific linguistic categories that detectors like GPTZero and Turnitin prioritize.

    Use cases

    • Cleaning technical documentation to remove "delve," "tapestry," and other AI-favored vocabulary.
    • Anonymizing AI-assisted drafts to ensure they pass institutional plagiarism and AI audits.
    • Batch processing markdown files to strip chatbot-specific formatting and artifacts.

    Known limitations

    Aggressive transformations may require manual review for AI vocabulary and promotional language which requires human judgment. Designed primarily for English text.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

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    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 21 days ago

    • Passed all security checks, Safe to install

    Listed21 days ago

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