Agent skill · writing content · borghei
content-humanizer
Transform AI-generated content into human-sounding writing via AI pattern detection, rhythm restoration, and authenticity scoring. Use when content sounds robotic, uses AI cliches, or the user wants to humanize or fix AI writing.
Why this skill is useful
Provides specific techniques and workflows for transforming AI-generated content into more authentic human-like writing, which the AI wouldn't reliably generate on its own.
What it needs
About 12k tokens when loaded. Last updated 2026-07-21. 462 stars on the source repository.
What this skill does
Content Humanizer Transform machine-sounding content into writing that reads like it came from a real person with real opinions and real experience. --- Table of Contents Keywords Quick Start Core Workflows AI Pattern Detection Catalog Humanization Techniques Voice Injection Framework Rhythm and Cadence Repair Specificity Replacement Guide Before and After Examples Best Practices Integration Points --- Keywords content humanizer, AI content, humanize writing, AI detection, natural writing, authentic content, AI cliches, robotic writing, brand voice, personality injection, writing rhythm, AI patterns, content authenticity, human voice, AI tells, content polishing, voice consistency, writing style, content quality --- Clarify First Before humanizing, confirm these inputs. If any is unknown or vague, ASK — do not assume: [ ] Mode — audit-only (annotated report) or full humanization rewrite (sets the deliverable and how invasive edits are) [ ] Content type — docs, blog post, marketing copy, or email (determines how much personality to inject vs. preserve clarity) [ ] Brand voice — guidelines or one example of writing they love (without it, voice injection is guesswork) Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact. Quick Start Detect AI Patterns in Content 1. Scan for overused filler words (delve, landscape, crucial, leverage, robust) 2. Check for hedging chains ("It's important to note that...") 3. Count em-dash frequency (more than 2 per 500 words = AI fingerprint) 4. Evaluate paragraph structure uniformity (identical patterns = AI) 5. Flag all unattributed vague claims ("Many companies," "Studies show") 6. Score severity: High (10+ tells per 500 words = full rewrite needed) Humanize a Draft 1. Replace all filler words with plain-language alternatives 2. Vary sentence length deliberately (short, long, medium, fragment) 3. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills borghei/content-humanizer