humanize
Humanize scans text for 24 catalogued AI-writing patterns—from vocabulary and structure to statistical regularity—then rewrites to restore natural rhythm and voice. The skill preserves all facts and meaning while breaking AI-typical uniformity through targeted vocabulary replacement, structural variation, and entropy injection across five validation phases.
Humanize removes AI-generated writing patterns and rewrites text to sound naturally human while keeping all facts intact.
AI-generated summary based on this skill's SKILL.md
Decision gist · record as of 2026-07-21
Humanize removes AI-generated writing patterns and rewrites text to sound naturally human while keeping all facts intact. Humanize scans text for 24 catalogued AI-writing patterns—from vocabulary and structure to statistical regularity—then rewrites to restore natural rhythm and voice. The skill preserves all facts and meaning while breaking AI-typical uniformity through targeted vocabulary replacement, structural variation, and entropy injection across five validation phases.
Use it when
- Yes.
- Humanize restores natural rhythm and voice by breaking AI-typical uniformity through targeted vocabulary replacement, structural variation.
Verify before relying
Read SKILL.md below before installing (9 files). Open directory: indexed for reading, not audited.
Install
Mathews-Tom/armory/humanize · repository language: Python
Open directory. Skills are indexed for reading, not audited. Review a skill's body before installing it.
Frequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
What does humanize do with AI-generated text?
Humanize scans text for 24 catalogued AI-writing patterns—from vocabulary and structure to statistical regularity—then rewrites to restore natural rhythm and voice. The skill preserves all facts and meaning while breaking AI-typical uniformity through targeted vocabulary replacement, structural variation, and entropy injection across five validation phases.
Can humanize remove AI patterns from my writing?
Yes. Humanize detects and removes AI-generated writing patterns by identifying vocabulary choices, sentence structures, and statistical regularity typical of AI output. It then rewrites affected sections with natural human prose rhythm, vocabulary variety, and authentic voice while keeping all original facts intact.
How does humanize make text sound more human?
Humanize restores natural rhythm and voice by breaking AI-typical uniformity through targeted vocabulary replacement, structural variation, and entropy injection. It replaces predictable phrasings with authentic alternatives, varies sentence length and complexity, and introduces the natural irregularities that characterize genuine human writing.
Does humanize detect if text sounds like ChatGPT?
Yes. Humanize detects and reports AI-writing tells in text with severity ratings. It identifies 24 catalogued patterns that signal AI generation, including vocabulary markers, structural uniformity, and statistical regularity, then flags these issues so you can understand what makes content sound machine-generated.
Can humanize fix specific AI-sounding paragraphs?
Yes. Humanize can rewrite targeted sections without requiring a full document rewrite. You can point it to specific paragraphs that sound robotic or formulaic, and it will apply natural language transformation to just those areas while leaving the rest of your content unchanged.
What license does humanize use?
Humanize is released under the MIT license, which permits free use, modification, and distribution for both commercial and private purposes with minimal restrictions.
SKILL.md
Rendered from the published skill. Quoted content, verbatim.
Humanize: AI Pattern Detection and Removal
Remove AI-generated writing patterns from text. Produce natural, human-sounding output that preserves meaning.
This is not a generic rewriter. It targets specific, documented AI-writing patterns catalogued by Wikipedia's WikiProject AI Cleanup from thousands of observed instances.
Workflow
Five phases. Each phase has a clear input, transformation, and output. Do not skip phases.
Phase 1: Detection Scan
Read the input text. Load references/detection-patterns.md. Scan for two categories of signals:
A. Lexical patterns (the 24 catalogued AI-writing patterns):
| Category | Patterns
(truncated - see the full file via the links below)
File tree — 9 files
skills/humanize/SKILL.md
skills/humanize/evals/cases.yaml
skills/humanize/examples/academic.md
skills/humanize/examples/blog.md
skills/humanize/examples/professional.md
skills/humanize/references/detection-patterns.md
skills/humanize/references/statistical-signals.md
skills/humanize/references/style-guide.md
skills/humanize/references/transformation-rules.md
Let your AI agent find skills like this
Example. Real query, live index.
You found this page by searching. An agent finds it by wishing: SkillFed indexes 56,283 agent skills by what they can do, searchable in plain language.
wish › “Remove AI-generated writing patterns and make text sound naturally human”
Give your agent the search over MCP, or paste the wish link into any chat. No install? Search from any chat →
Related skills
Humanizer identifies and rewrites AI-generated text patterns to restore natural, human voice. It scans for 28 specific patterns across content, language, style, and communication categories, analyzes statistical indicators like burstiness and vocabulary diversity, and suggests rewrites that preserve meaning while adding authentic personality. Use it to review drafts for AI markers or transform sterile output into writing that sounds like it came from an actual person.
Humanize rewrites AI-generated text by disrupting the statistical patterns that detectors like Pangram and GPTZero rely on, then re-renders it in your authentic voice from a saved profile. Load your voice profile first (or generate one with the voice-profiler skill) to get YOU-specific output instead of generic humanization. For best results with classifiers, manually retype or verbally transcribe the output before submission.
Un AI Writing transforms stiff, formulaic prose into authentic human voice by eliminating common AI-writing patterns and strengthening specificity and tone. It guides you through diagnosing robotic tells, then rewrites with concrete details, varied sentence structure, and direct phrasing—all while preserving your original meaning and facts.
This skill detects and rewrites AI patterns in academic drafts—repetitive structures, abstract language, mechanical transitions—to produce authentic scholarly prose. Designed for non-native English speakers in social sciences who have original ideas but need to humanize AI-assisted writing.
Humanize transforms AI-generated or flat text into writing that reads like a person wrote it. The skill applies nine evidence-based levers—from sentence rhythm to vocabulary choice—to strip away statistical markers that detectors flag, grounding each move in published research on AI writing patterns.
humanize-ig transforms polished AI writing into casual Instagram voice by applying 10 core rules: lowercase everything, drop apostrophes, use fragments, abbreviate freely, and pack it into one dense paragraph. It scores your text against 16 AI detection patterns across statistical, deep learning, and document-level tiers, then rewrites accordingly. Load a voice profile for personalized output that carries your actual fingerprint.
More skills writing-anti-ai (MIT) · Content Humanizer (unlicensed) · Human Writing (unlicensed) · fuck-slop (MIT) · Scholar Anti Ai Writing (unlicensed) · Humanizer (GPL-3.0) · De Slopify (unlicensed)