AI Text Humanizer Toolkit
Detect and rewrite AI-generated text using 16 pattern categories to bypass GPTZero, Turnitin, and Originality.ai.
$5
Works with the AI Agents you already use
Claude Code
Cursor
Codex CLI
DeepSeek
Muse+22 moreClaude CodeCursorCodex CLIDeepSeekMuse
Dots
Manus
Grok
Grok Bot+18 agentsAI 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
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
| Metric | Original | Transformed | Result |
|---|---|---|---|
| AI Probability | Very High | Low | Passed |
| Issue Count | 5 | 0 | Clean |
| Key Issues | Vocabulary, Inflation | None | Fixed |
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
- Run
python scripts/detect.py clean.txtto verify the final score. - Manually check if any industry-specific jargon was over-simplified during the "Aggressive" pass.
- Use the
-jflag if you need to pipe these results into a custom dashboard.
Connects securely to your tools. The creator never sees your data.
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.
Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse Claude Humanizer Skills.
Requires Python for script execution. Subjective elements like promotional tone or niche vocabulary may still require manual review after automated transformation.
How to use
- 1
Connect your agent to the Agensi MCP
Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup
- 2
Sign in to Agensi
Your agent shows a sign-in link. Sign in and click Allow.
- 3
Ask for what you need
Your agent loads this skill and uses it on your task. It always asks before buying a skill.
Reviews
No reviews yet
Be one of the first to try it. Every listed skill goes through the trust checks below.
Security scanned
Checked by our 8-point scan before listing
Fresh listing
Recently published to Agensi
Money-back guarantee
Doesn't do what its page promises? You get your money back.
Trust & safety
Security scan
Security scan passed 2 months ago