From regex to virtual girlfriends: a Chinese prompt zoo

What it does This repository is a curated phrasebook of Chinese-language ChatGPT prompts—hundreds of them, per the README—sorted into categories like programming, writing, image generation, business strategy, and roleplay. It is not software; it is copy-paste text meant to be fed directly into an LLM, with scattered screenshots showing what the outputs look like.

The interesting bit The catalog is deliberately eclectic. Prompts for Python regex, Linux terminal simulation, and Stable Diffusion keywords share space with “cute girlfriend,” “quarrel expert,” and “praise monster” personas. The collection also includes meta-prompts that turn the model into a prompt engineer or a prompt-scoring critic, plus a lengthy “Human 3.0” developmental-assessment prompt that mashes up spiral dynamics, Ken Wilber’s AQAL model, and AI-as-accelerator theory.

Key highlights

• Heavy Chinese-language focus, with prompts optimized for native-speaker nuance and local use cases like Xiaohongshu (Little Red Book) style mimicry and Chinese college-entrance exam counseling.
• Meta-prompts for prompt engineering: includes a “Prompt Engineer” persona, a prompt-scoring expert, and a “Fully unleash the power of o1” instruction that asks the model to burn its full token budget on deep thinking.
• Covers practical domains—resume generation, weekly reports, fitness planning, translation—and creative ones like ASCII art, novel writing, and Midjourney spell generation.
• Maintained by the author of the ChatGPT Chinese Guide and linked to a broader LangGPT ecosystem, including a Feishu knowledge base.

Verdict Bookmark it if you read Chinese and want ready-made prompts without reinventing the wheel; skip it if you need a programmable framework or English-first prompt research.