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wtf is human-writing?

kkkkhazix/human-writing — explained in plain English

Analysis updated 2026-08-13

2,643PythonAudience · writerComplexity · 2/5LicenseSetup · easy

TL;DR

An installable writing skill that makes AI-generated Chinese text sound like a real person wrote it, for blogs, social posts, reviews, and short fiction.

Mindmap

mindmap
  root((human-writing))
    What it does
      Human sounding Chinese writing
      Fixes generic AI tone
      Works for fact based and fictional pieces
    Tech stack
      Python
      Agent skill format
      Check script
    Use cases
      Zhihu answers
      Blog and forum posts
      Short fiction and podcasts
    Audience
      Chinese content writers
      Agent skill users
      Bloggers and creators

Code map

Detail Auto

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filefunction / class

Why would anyone build with this?

REASON 1

Turn research notes into a natural sounding Zhihu answer or blog post

REASON 2

Rewrite a stiff AI generated article so it reads like a specific person wrote it

REASON 3

Draft short fiction scenes that have clear goals and real character actions

REASON 4

Check a finished draft for repeated phrasing and common AI writing tics

What's in the stack?

PythonAgent Skills

How it stacks up

kkkkhazix/human-writingechohive42/ai-reads-books-page-by-pagedebpalash/omnivoice-studio
Stars2,6432,6432,707
LanguagePythonPythonPython
Setup difficultyeasymoderatemoderate
Complexity2/52/52/5
Audiencewriterdevelopergeneral

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · easy Time to first run · 5min

Works with agents that can install skills directly from a GitHub link, manual copy is a fallback.

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

Wtf does this do

This project is a writing skill for AI agents, meant to make Chinese text written by an AI read like it came from a real, specific person instead of a generic chatbot. It targets common Chinese writing situations: Zhihu answers, WeChat public account articles, blog posts, forum threads, biographical stories, science explainers, reviews, short fiction, and podcast scripts. The idea is that before writing anything, you need real material to work with. For nonfiction topics, if you do not have enough facts, the skill is meant to go look them up rather than pad the piece with filler or vague, rambling sentences. For fictional topics, it can invent characters and plot, but every scene still needs a clear goal, real actions, and some kind of change happening. Once material is gathered, the skill checks three things: whether the facts, numbers, and quotes are accurate for nonfiction, or whether the characters and cause and effect make sense for fiction, whether every paragraph brings something new so nothing repeats itself, and whether the tone sounds like plain, natural speech rather than a canned AI report voice or an obviously translated sentence. Before a draft is considered done, the skill runs one more pass to catch things that circle back to the same point, cut repeated explanations, adjust sentence rhythm, and remove overused colons, certain punctuation patterns, and stock AI phrasing tics. The checking script only enforces rules that are already written down, it does not decide the writing style for you. Installation is done by handing your agent a short command that points at this GitHub repository, and the agent reads the repo and installs the skill automatically. If your agent cannot install directly, you can download it from the Releases page or copy the skill folder into your local skills directory by hand. Once installed, you use it by asking the agent to turn your material into a piece with natural, human sounding rhythm. The repository is released under the MIT license and contains only original rules and tooling: no third-party articles, training data, or model weights are included.

Yoink these prompts

Prompt 1
Install the human-writing skill from https://github.com/KKKKhazix/human-writing and use it to rewrite my draft so it sounds like a real person wrote it
Prompt 2
Using the human-writing skill, turn these research notes into a Zhihu style answer with natural rhythm
Prompt 3
Apply the human-writing skill's revision checklist to my finished draft and flag repeated phrasing
Prompt 4
Use the human-writing skill to write a short fictional scene where each paragraph introduces something new

Frequently asked questions

wtf is human-writing?

An installable writing skill that makes AI-generated Chinese text sound like a real person wrote it, for blogs, social posts, reviews, and short fiction.

What language is human-writing written in?

Mainly Python. The stack also includes Python, Agent Skills.

What license does human-writing use?

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

How hard is human-writing to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is human-writing for?

Mainly writer.

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