Humanize Prose
by Edric Vale
Rewrite AI-flavored text so it reads as a real person wrote it: strip telltale patterns, vary sentence rhythm, and inject voice. Use before publishing any draft
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Works with the AI tools you already use
See it in action
You say
Humanize this draft: 'In today's fast-paced world, it is crucial to leverage data. Furthermore, we must delve into the tapestry of user needs to ensure success.'
Your agent does
Here is the rewrite: 'Data matters now more than ever. We need to actually look at what users are asking for if we want this to work.'
Changes: Cut the 'fast-paced world' filler and replaced robotic transitions with direct statements.
What you get
About this skill
The problem
AI-generated drafts often suffer from predictable rhythms, repetitive transitions, and "thesaurus inflation" that make them easy to spot. This results in content that lacks soul, feels untrustworthy, and fails to connect with readers on a personal level.
What it does
- Identifies and removes common LLM tells like "delve," "leverage," and "tapestry."
- Analyzes your specific writing samples to mimic your unique sentence length and vocabulary.
- Replaces formulaic transitions like "Moreover" or "Furthermore" with natural connectors.
- Varies sentence structure to pass read-aloud tests and break robotic parallelism.
Why this beats prompting it yourself
Generic "make this sound human" prompts usually just add more adjectives or emojis. This skill uses a systematic audit process to strip out statistical patterns and structural clichés that simple prompts overlook, ensuring the rewrite actually feels like a distinct person wrote it.
Use cases
- Cleaning up AI-generated blog posts or essays before publishing.
- Matching your personal tone for emails and Slack messages drafted by AI.
- De-robotizing release notes, PR descriptions, and professional summaries.
- Polishing resumes to remove obvious ChatGPT fingerprints.
Known limitations
Not suitable for legal boilerplate or technical documentation where neutral, formal, and repetitive language is a requirement. Performance is best when a voice-calibration sample is provided.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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