humanizer

Rewrites AI-sounding prose to read like human writing without changing its facts.

Updated Aug 26, 2026
One-click install
npx skills add https://github.com/danieliudi/trackforge-os --skill humanizer-danieliudi
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/danieliudi/trackforge-os/tree/main/.cursor/skills/humanizer
Command: npx skills add https://github.com/danieliudi/trackforge-os --skill humanizer-danieliudi

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve? AI-generated text carries recognizable patterns—staged openers, forced triads, inflated significance, chatbot residue—that make prose sound generic and machine-written. This Skill detects 25 documented AI writing tells and rewrites the text so it reads like a person wrote it, while preserving every fact, name, number, and claim from the source. ## Core Features & Use Cases - Pattern-based rewriting: Detects and fixes 25 AI writing patterns grouped in five sections (staging, rhythm, inflation, formatting, chat leftovers), based on Wikipedia's "Signs of AI writing". - Fact preservation: Never invents names, numbers, dates, quotes, or citations; asks the user when a needed detail is missing instead of fabricating one. - Voice matching: Accepts a writing sample and matches its sentence length, word choice, punctuation, and quirks, including dash usage. - Three output modes: Pasted text returns draft, critique, and final version; file mode edits prose in place while leaving code, frontmatter, and links untouched; embedded mode returns only final text. - Use Case: Paste an AI-drafted blog post or point the Skill at a Markdown file, and receive a rewrite that keeps every supported claim but removes the tells that mark it as machine-generated. ## Quick Start Ask the agent to humanize your pasted text or a named file, optionally including a short sample of your own writing for voice matching.

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 skill, which marks AI writing tells such as not-X-but-Y contrasts, one-line closers, forced triads, and chatbot residue, then rewrites the passage. It returns a draft, a short critique, and a final version that keeps every original fact.

What AI writing patterns does humanizer detect?

It detects 25 patterns in five groups: staging instead of stating, rhythm by rule, inflation and borrowed authority, formatting by rule, and leftovers from chat or drafts. The list is based on Wikipedia's Signs of AI writing article.

Can I match my own writing style when rewriting AI text?

Yes. Include two or three paragraphs of your own writing as a sample, and the rewrite follows its rhythm, word choice, punctuation, and quirks. The sample overrides default rules, including dash usage.

Does humanizing text change the facts or add new information?

No. The rewrite keeps every supported claim, name, number, date, quote, and citation from the source. If a sentence needs a detail that is missing, the skill asks for it instead of inventing one.

Can humanizer edit Markdown files without breaking code blocks?

Yes. In file mode it changes only prose and leaves code blocks, inline code, commands, paths, YAML frontmatter, data, and link targets unchanged, then returns a short summary of the edits.

When should I not remove AI writing patterns?

Patterns marked weak alone, such as dashes or curly quotes, only count when several tells share a passage. Quoted text, proper names, pre-2022 writing, and deliberate stylistic repetition should be left unchanged.