Human Writing & Prose Refiner
Humanizes AI-generated text by enforcing active voice, removing common LLM tropes, and injecting natural rhythm into technical and creative prose.
The ia-writing skill transforms robotic AI text into natural, human-sounding prose by applying rigorous linguistic principles. It systematically eliminates passive voice, identifies and removes 'AI-isms' like forced triads and meta-commentary, and ensures every sentence has a clear human actor. Whether you are drafting documentation, emails, or blog posts, this skill uses a specialized two-phase audit and rewrite workflow to strip away 'AI slop' and replace it with direct, confident, and engaging communication that respects the reader's intelligence.
Key Features
01Automated audit workflow with tagged severity levels for long-form content.
02Formatting cleanup to remove mechanical bolding, em-dash overuse, and title-cased headings.
03Comprehensive 'AI Slop' removal targeting overused vocabulary and structural tells.
04Enforcement of active voice and human-centric agency in every sentence.
05Five-dimension quality scoring for directness, rhythm, trust, authenticity, and density.
0623 GitHub stars
Use Cases
01Refining technical documentation to sound more authoritative and less robotic.
02Polishing professional emails and pull request descriptions to be concise and direct.
03Humanizing AI-generated blog posts and marketing copy for better reader engagement.