Humanize — Prose Quality Assessment

Overview

Detects signs of AI-generated writing in prose content. Based on Wikipedia's "Signs of AI writing" guide maintained by WikiProject AI Cleanup. Covers 24 patterns across 5 categories: content, language/grammar, style, communication, and filler/hedging.

Triggers

Use when:

• Reviewing documentation, README files, or user-facing copy
• Checking comments and docstrings for AI tells
• User says "humanize", "check prose", "AI writing patterns", "de-slop"

Do NOT use when:

• Reviewing code logic or architecture (use axiom:critique)
• Checking error handling (use axiom:harden)
• Running full quality audit (use axiom:audit, which includes humanize)

Process