humanize

Rewrite AI-generated developer text to sound more natural and concise.

Updated Feb 17, 2026
One-click install
npx skills add https://github.com/javierhbr/random-poc --skill humanize-javierhbr
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/javierhbr/random-poc/tree/main/custom-skills/beagle-main/plugins/beagle-docs/skills/humanize
Command: npx skills add https://github.com/javierhbr/random-poc --skill humanize-javierhbr

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the issue of AI-generated text sounding robotic, overly formal, or filled with unnecessary jargon, making documentation and communication clearer and more natural.

Core Features & Use Cases

  • Rewrites AI text: Fixes inflated language, filler words, tautological descriptions, and robotic tone in developer-focused content like docs, docstrings, commit messages, and code comments.
  • Prioritizes deletion: Focuses on removing unnecessary words and phrases before rewriting.
  • Use Case: Improve the readability of a README file generated by an AI by removing jargon and simplifying sentence structures.

Quick Start

Use the humanize skill to rewrite the provided AI-generated text to sound more natural.

Frequently Asked Questions about humanize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make AI generated text sound more human for developer documentation?

To make AI generated text sound human, rewrite developer artifacts by removing inflated language, filler words, and robotic phrasing. This process prioritizes deleting unnecessary content over rewriting to enhance clarity and conciseness.

What is the best way to fix robotic AI writing in commit messages and docstrings?

Fixing robotic AI writing involves rewriting commit messages and docstrings to adopt a human-like tone. It targets tautological descriptions and jargon, focusing on deleting unnecessary phrases to simplify sentence structures for better readability.

Can I use this to improve the readability of an AI generated README file?

Yes, you can improve the readability of an AI generated README file by applying text refinement techniques. It removes unnecessary jargon and simplifies complex sentence structures, ensuring the developer documentation sounds more natural.

Does the text refinement process rewrite everything or delete unnecessary words first?

The text refinement process prioritizes deleting unnecessary words and phrases over rewriting them. By focusing on removing inflated language and tautological documentation first, it enhances clarity and conciseness across various developer artifacts.

When should I use a humanize approach for AI writing in developer content?

Use a humanize approach for AI writing when developer content sounds overly formal or filled with unnecessary jargon. It addresses robotic phrasing across docs, docstrings, and code comments, making communication clearer and more natural.

Why does AI generated text often contain tautological descriptions and filler content?

AI generated text often contains tautological descriptions and filler content because models default to formal, inflated language. Rewriting this text to adopt a human-like tone removes robotic phrasing and ensures developer communication remains clear.