humanizer-2Humanize AI-generated text by detecting and removing patterns typical of LLM output. Rewrites text to sound natural, specific, and human. Uses 28 pattern det...
Install via ClawdBot CLI:
clawdbot install actualcwhitlock/humanizer-2Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://localhost:3000/api/scorePotentially destructive shell commands in tool definitions
exec(Calls external URL not in known-safe list
https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writingUses known external API (expected, informational)
arxiv.orgGenerated Mar 3, 2026
A marketing agency uses the skill to rewrite AI-generated blog posts and social media copy, removing clichés like 'vibrant' and 'synergy' to sound more authentic and engaging for target audiences. It helps avoid generic promotional language, ensuring content resonates personally rather than feeling algorithmically produced.
Researchers and students apply the skill to refine AI-assisted drafts of papers or theses, eliminating vague attributions (e.g., 'Studies show') and excessive hedging to meet scholarly standards. It improves readability and credibility by making arguments more direct and natural while preserving technical accuracy.
A customer service team integrates the skill to humanize AI-generated email or chat responses, removing chatbot artifacts like 'I hope this helps!' and sycophantic tones. This makes interactions feel more genuine and tailored, reducing customer frustration with robotic communication.
Consultants and analysts use the skill to de-AI corporate reports or presentations, stripping out filler phrases and formulaic structures to convey insights more clearly. It ensures reports sound authoritative yet approachable, avoiding sterile language that undermines persuasiveness.
Authors and content creators leverage the skill to edit AI-generated stories or articles, reducing pattern overuse like rule of three and synonym cycling to inject unique voice. It helps blend AI efficiency with human creativity, producing more organic and engaging narratives.
Offer the skill as a cloud-based API or web app with tiered pricing (e.g., free for limited use, premium for high-volume processing). Revenue comes from monthly subscriptions, targeting businesses needing bulk humanization for content workflows.
License the skill for integration into existing platforms like CMS, CRM, or writing tools used by large corporations. Revenue is generated through one-time licensing fees or annual contracts, with customization options for specific industry needs.
Sell the skill as a standalone desktop or plugin tool for individual writers, editors, and freelancers. Revenue comes from one-time purchases or low-cost subscriptions, providing an affordable solution for improving client deliverables.
💬 Integration Tip
Integrate via API calls in writing apps to process text in real-time, ensuring low latency for seamless user experience. Test with diverse text samples to calibrate pattern detection for specific tones or industries.
Scored Jun 1, 2026
AI Analysis
The skill sends user text to an undocumented local endpoint (localhost:3000/api/score), which is a potential data exfiltration risk as it could be a proxy to an external server. While the Wikipedia and arXiv references are consistent with the skill's purpose, the localhost POST request is an unauthorized data sink with unclear intent.
Audited Apr 16, 2026 · audit v1.0
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