text-humanizer-Instruction-based

Detect and rewrite 45 documented AI writing patterns into natural human prose.

Updated Mar 21, 2026
One-click install
npx skills add https://github.com/arbazex/ai-agent-skills --skill text-humanizer-instruction-based-arbazex
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: text-humanizer-Instruction-based
Source: https://github.com/arbazex/ai-agent-skills/tree/main/writing%20and%20content/text-humanizer-Instruction-based
Command: npx skills add https://github.com/arbazex/ai-agent-skills --skill text-humanizer-instruction-based-arbazex

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text carries recognizable fingerprints—buzzwords like "delve" and "leverage," em-dash overuse, forced three-item lists, and sycophantic openers—that make writing sound robotic. This Skill identifies those patterns and rewrites them into prose that reads as naturally human-written, without calling any external API. ## Core Features & Use Cases - Pattern Detection and Rewriting: Scans text against a master list of 45 documented AI tells across vocabulary, phrase-level, and structural categories, applying a paired rewrite rule for each hit. - Three Output Modes: Default silent rewrite, detection report listing flagged patterns with codes, and audit mode with inline annotations for learning which patterns to avoid. - Use Case: A job applicant pastes a cover letter that sounds like ChatGPT wrote it. The Skill flags the sycophantic opener, buzzwords, and filler transitions, then returns a clean version that preserves the facts and the applicant's voice. ## Quick Start Paste your AI-generated text and ask the agent to humanize it or make it sound less like a bot.

Frequently Asked Questions about text-humanizer-Instruction-based

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make AI-generated text sound human?

Paste the text and ask to humanize, de-AI, or rewrite it. The Skill scans for 45 documented AI writing patterns—buzzwords, filler phrases, and structural tells—and applies a specific rewrite rule for each one found, returning clean prose.

What AI writing patterns does this detect?

It covers 45 patterns in three categories: vocabulary tells like "delve" and "leverage," phrase-level tells like "It's worth noting that," and structural tells like em-dash overuse, forced three-item lists, and sycophantic openers such as "Great question!"

Does this use an external AI detection API?

No. The Skill performs all detection and rewriting using the agent's own language capability against a fixed pattern list. There are no external calls, no API keys, and no dependencies to install.

Can I see which AI patterns were found before rewriting?

Yes. Ask for a detection report to get a flagged list of pattern codes with the offending phrases quoted, followed by the rewrite. Audit mode instead annotates the original text inline so you can learn which patterns to avoid.

Will rewriting change the facts in my text?

No. The Skill only changes style, never factual content. Its guardrails explicitly prohibit altering claims, adding hedges, or fabricating examples—if a sentence needs a specific example, it inserts a placeholder and notes it.

When should I not use this text humanizer?

Avoid it for code, technical documentation, translations, and text you wrote yourself that only needs grammar fixes. It is also not designed to evade AI detection tools—it targets writing quality, not detection evasion.