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chengyansen-ai/cys-migration-skill — explained in plain English

Analysis updated 2026-05-18

15PythonAudience · vibe coderComplexity · 2/5LicenseSetup · moderate

TL;DR

A tested prompt template and small batch generation scripts for producing realistic AI portrait photos with correct body proportions and style variety.

Mindmap

mindmap
  root((cys migration skill))
    What it does
      9 part prompt template
      Body proportion rules
      Style presets
      Batch prompt generator
    Tech stack
      Python scripts
      Prompt templates
      Krea2 pipeline settings
    Use cases
      Realistic AI portraits
      Bulk content production
      Fashion style exploration
    Audience
      AI image creators
      Prompt engineers
      Content producers

Code map

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filefunction / class

Why would anyone build with this?

REASON 1

Generate large batches of unique, realistic AI portrait photos for a social media account.

REASON 2

Fix common AI body proportion mistakes like oversized heads in full body shots.

REASON 3

Apply one of 30 plus style presets, from historical Chinese fashion to modern cyberpunk looks.

REASON 4

Check generated prompts against platform content rules before posting images.

What's in the stack?

PythonComfyUIKrea2

How it stacks up

chengyansen-ai/cys-migration-skill0pen-sourcer/hearth13127905/deep-learning-based-air-gesture-text-recognition-
Stars151515
LanguagePythonPythonPython
Setup difficultymoderatemoderatemoderate
Complexity2/53/53/5
Audiencevibe codervibe coderdeveloper

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

How do you spin it up?

Difficulty · moderate Time to first run · 30min

Requires an AI image generation platform such as ComfyUI or Krea2 to actually produce images, this repo only supplies prompts and scripts.

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

Wtf does this do

This project is a prompt writing method for creating realistic looking AI generated portrait photos, built from testing over 5,000 real generated images. It is aimed at people who use AI image tools such as Coze, Dify, Claude, Codex, ComfyUI, Krea2, or GPT Image 2, and it packages up a repeatable recipe rather than a piece of software you run. The core idea is a nine part Chinese language prompt template that separates a person's identity, face, makeup, body, accessories, pose, clothing, environment, and camera framing into distinct sections that can be reused across many generated images. It also includes strict rules for things like keeping the head no more than a quarter of the frame and the legs at least two thirds of it, so that full body shots come out with correct human proportions instead of the common AI mistake of an oversized head. Alongside the template are recommended settings for the Krea2 image generation pipeline, such as fixed creativity settings and limits on how strongly a character style file should be applied. There are more than 30 ready made style presets covering historical Chinese fashion eras as well as modern and international looks such as cyberpunk, Korean fashion, or gothic. The repository also ships two small Python scripts that can batch generate large sets of unique prompt variations, for example one thousand full body images or half body images at once, along with a self test script that checks the generated prompts for internal contradictions and against a list of platform content rules for a Chinese social platform. In short, this is a structured, tested prompt engineering toolkit for people producing large volumes of realistic AI portrait images, focused on correct body proportions, consistent style, and content compliance, rather than a traditional coding library. It is released under the MIT license.

Yoink these prompts

Prompt 1
Show me how to fill in the nine part prompt template from this repo for a modern fashion style.
Prompt 2
Help me run the batch prompt generator script to create 20 unique full body portrait prompts.
Prompt 3
Explain the recommended Krea2 settings from this project for realistic skin and lighting.
Prompt 4
Walk me through the body proportion rules this template uses to avoid oversized heads.

Frequently asked questions

wtf is cys-migration-skill?

A tested prompt template and small batch generation scripts for producing realistic AI portrait photos with correct body proportions and style variety.

What language is cys-migration-skill written in?

Mainly Python. The stack also includes Python, ComfyUI, Krea2.

What license does cys-migration-skill use?

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

How hard is cys-migration-skill to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is cys-migration-skill for?

Mainly vibe coder.

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