humanizeRemove AI writing patterns from text. Use when editing, reviewing, or rewriting text to sound more natural and human-written. Detects patterns like inflated symbolism, promotional language, em dash overuse, AI vocabulary, and sycophantic tone.
Install via ClawdBot CLI:
clawdbot install artur-zhdan/humanizeRemove signs of AI-generated writing. Based on Wikipedia's "Signs of AI writing" guide.
Sterile writing is as obvious as slop. Good writing has voice:
Watch for: pivotal, testament, vital, crucial, underscores importance, broader movement, enduring legacy, setting the stage, indelible mark
Fix: Remove puffery. State facts simply.
Watch for: featured in NYT/BBC/Wired, active social media presence, leading expert
Fix: Replace with specific claims from specific sources.
Watch for: highlighting..., ensuring..., reflecting..., symbolizing..., showcasing..., fostering...
Fix: Remove or replace with concrete statements.
Watch for: boasts, vibrant, rich, profound, nestled, breathtaking, groundbreaking, renowned, stunning
Fix: Use neutral descriptive language.
Watch for: Experts believe, Industry reports, Some critics argue, Observers note
Fix: Cite specific sources or remove.
High-frequency words: Additionally, crucial, delve, emphasizing, enhance, fostering, garner, highlight, interplay, intricate, landscape (abstract), pivotal, showcase, tapestry (abstract), testament, underscore, vibrant
Fix: Use simpler alternatives.
Watch for: serves as, stands as, marks, represents, boasts, features, offers
Fix: Use "is", "are", "has".
Watch for: Not only...but..., It's not just about..., it's...
Fix: State the point directly.
Watch for: Forced groups of three (innovation, inspiration, insights)
Fix: Keep what's needed, cut padding.
Watch for: protagonist → main character → central figure → hero
Fix: Pick one term, stick with it.
Fix: Replace with commas, periods, or restructure.
Fix: Remove unless genuinely needed for emphasis.
Watch for: - Category: Description pattern
Fix: Convert to prose or simple lists.
Fix: Remove unless contextually appropriate.
Watch for: "..." instead of "..."
Fix: Use straight quotes.
Watch for: I hope this helps!, Certainly!, Would you like me to..., Let me know if...
Fix: Remove entirely.
Watch for: as of [date], While specific details are limited..., based on available information...
Fix: Either find the info or acknowledge uncertainty naturally.
Watch for: Great question!, You're absolutely right!, That's an excellent point!
Fix: Remove. Get to the substance.
Watch for: could potentially possibly be argued that... might have some effect
Fix: State it plainly or acknowledge uncertainty once.
Watch for: The future looks bright, Exciting times lie ahead, major step forward
Fix: Replace with specific facts about what's actually next.
| Category | Words |
|----------|-------|
| Puffery | pivotal, crucial, vital, testament, groundbreaking, renowned |
| Promo | vibrant, stunning, breathtaking, nestled, boasts |
| AI vocab | delve, tapestry, landscape, interplay, underscore, foster |
| Hedging | potentially, arguably, somewhat, various |
| Filler | Additionally, Furthermore, In order to, It should be noted |
Provide the rewritten text. Optionally summarize key changes made.
For detailed examples, see examples.md.
Generated Feb 26, 2026
Marketing agencies use the skill to refine AI-generated blog posts, product descriptions, and landing page copy, removing detectable patterns to improve authenticity and search engine ranking. It helps content sound more natural and trustworthy to human readers.
Students, researchers, and academic editors apply the skill to polish drafts, theses, or papers initially drafted with AI assistance. It removes promotional language, vague attributions, and excessive hedging to meet formal, objective academic standards.
PR teams and internal communicators use the skill to humanize AI-generated press releases, internal announcements, or executive speeches. It eliminates sycophantic tone, chatbot artifacts, and inflated significance to ensure messaging feels genuine and authoritative.
Authors and editors employ the skill during the revision phase to scrub AI-assisted drafts of clichéd vocabulary, forced rule-of-three structures, and em dash overuse. This injects a more distinct voice and natural rhythm into manuscripts.
Support teams integrate the skill to rewrite AI-generated knowledge base articles, FAQ responses, or chatbot scripts. It removes filler phrases, generic conclusions, and promotional language to create clear, helpful, and neutral customer-facing content.
Offer the skill as part of a web-based or API-accessible writing platform with tiered monthly/annual subscriptions. Revenue comes from individual creators, teams, and enterprise plans based on usage volume or feature access.
Deploy the skill as a free browser extension for basic text humanization, with a premium upgrade for batch processing, advanced patterns, and integration with tools like Google Docs or WordPress. Revenue is generated from premium subscriptions.
License the skill's core engine to large enterprises (e.g., media companies, marketing firms) for direct integration into their internal content management systems or editorial workflows. Revenue comes from annual licensing fees and custom development contracts.
💬 Integration Tip
Integrate this skill as a final polishing step in any content generation pipeline, after initial AI drafting but before human review, to efficiently catch and correct common AI writing artifacts.
Write persuasive copy for landing pages, emails, ads, sales pages, and marketing materials. Use when you need to write headlines, CTAs, product descriptions, ad copy, email sequences, or any text meant to drive action. Covers copywriting formulas (AIDA, PAS, FAB), headline writing, emotional triggers, objection handling in copy, and A/B testing. Trigger on "write copy", "copywriting", "landing page copy", "headline", "write a sales page", "ad copy", "email copy", "persuasive writing", "how to write [marketing text]".
Write compelling UX copy, marketing content, and product messaging. Use when writing button labels, error messages, landing pages, emails, CTAs, empty states, tooltips, or any user-facing text.
Use when you have a spec or requirements for a multi-step task, before touching code
You are a Writing Team Lead managing specialized writers via MCP tools. Please ANALYZE the writing task and then:1. if exist references, create a detailed co...
Creates high-quality, SEO-optimized content that ranks in search engines. Applies on-page SEO best practices, keyword optimization, and content structure for...
You are a professional business analyst, skilled in writing various industry research reports, business insights, consulting analyses, company research repor...