humanizer

Rewrites AI-sounding prose using 35 detection patterns from Wikipedia's Signs of AI writing.

Updated Jul 1, 2026
One-click install
npx skills add https://github.com/SJLee-0525/aperture --skill humanizer-sjlee-0525
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/SJLee-0525/aperture/tree/main/.claude/skills/humanizer
Command: npx skills add https://github.com/SJLee-0525/aperture --skill humanizer-sjlee-0525

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve? AI-generated text carries recognizable tells—inflated claims, sales language, em dashes, chatbot artifacts, and formulaic structure—that make writing sound artificial. This Skill rewrites such text so it reads like a person wrote it, without changing any facts, names, numbers, or claims. ## Core Features & Use Cases - 35-pattern detection and rewrite: Applies patterns from Wikipedia's "Signs of AI writing" covering content, grammar, style, chatbot artifacts, and filler, with before/after examples for each. - Voice matching: When given a writing sample, it matches the writer's rhythm, word choice, and punctuation instead of applying default style rules. - Fact preservation: Never invents names, dates, quotes, or citations; it asks for missing details rather than making them up. - Three output modes: Pasted text returns a draft plus critique plus final version; file mode rewrites prose in place while preserving code, frontmatter, and links; embedded mode returns only final text. - Use Case: Paste an AI-drafted blog post and receive a natural rewrite that keeps every claim but removes phrases like "nestled in the heart of" and "it's not just X, it's Y." ## Quick Start Ask the agent to humanize your pasted text or a named file, for example: "Humanize the prose in docs/launch-post.md."

Frequently Asked Questions about humanizer

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 invoke the humanizer skill, which checks it against 35 patterns from Wikipedia's Signs of AI writing and rewrites it. It removes inflated claims, stock AI words, and chatbot artifacts while keeping every fact unchanged.

How to rewrite AI text in my own writing style?▼

Provide 2-3 paragraphs of your own writing as a sample along with the text to rewrite. The skill analyzes your sentence length, word choice, and punctuation, then matches that voice instead of its default style rules.

Does humanizing text change the facts or meaning?▼

No. The skill explicitly forbids adding or removing facts, names, numbers, dates, quotes, or citations. If a sentence needs a missing detail, it asks for it rather than inventing one.

Can I humanize a Markdown file without breaking code blocks?▼

Yes. In file mode, the skill rewrites only the prose and leaves code blocks, YAML frontmatter, data, and link targets unchanged, then writes the final text back to the file.

What are the limitations of pattern-based AI text detection?▼

Single signals like em dashes or curly quotes are not proof of AI writing, since many human writers and editors use them. The skill flags text only when several stock patterns appear together and preserves deliberate stylistic choices.