Content Forge Pack
by mochalatte
A 24-pattern detection and rewriting engine to strip AI tells and bypass detection tools.
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Works with the AI tools you already use
See it in action
You say
Humanize this draft: In today's digital landscape, it is important to delve into how we leverage AI tools to unlock a tapestry of growth. Furthermore, it is a journey of innovation.
Your agent does
Rewritten
Content creators are finding new ways to use AI for growth. It isn't just a trend, it's a practical shift in how we work.
Changes
- AI vocabulary: Removed "delve" and "leverage".
- Inflated symbolism: Removed "tapestry" and "journey".
- Padding: Cut "it is important to note".
What you get
About this skill
The problem
AI-generated text carries distinct digital fingerprints like uniform sentence lengths, specific vocabulary, and predictable structures. These patterns trigger AI detectors, lower SEO rankings, and alienate readers who can sense the lack of authentic voice.
What it does
- Detects and removes 24 categories of AI-writing tells based on Wikipedia AI Cleanup patterns.
- Eliminates sycophantic openers, inflated symbolism, and overused AI vocabulary like "delve" or "tapestry."
- Rebalances sentence structure by varying lengths, injecting contractions, and breaking the "rule-of-three" rhythm.
- Applies imperfection injection and first-person voice to bypass automated AI detection tools.
Why this beats prompting it yourself
Generic "write like a human" prompts often result in even more recognizable AI patterns. This skill uses a systematic 24-point checklist to score and refactor text based on documented linguistic tells, ensuring the cleanup is objective and thorough rather than just stylistic.
Use cases
- Cleaning up AI-assisted blog posts to avoid SEO downranking from Google.
- Refining academic or professional research drafts to ensure a personal voice.
- Humanizing sales and marketing copy to increase lead conversion and trust.
- Auditing client deliverables to ensure they meet quality standards without AI flags.
Known limitations
Patterns are optimized for English and may not be as effective for other languages. It does not perform factual checking and cannot guarantee 100% evasion against evolving detection algorithms.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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