ChatGPT vs Prompt Engineering Guide
Which should you use? A side-by-side look at what each one does, who it suits, what it costs, how hard it is to set up, and where each falls short.
Open source · MIT
A Chinese-language collection of ready-to-paste ChatGPT prompts for many everyday scenarios.
Open source · MIT
A free online guide, papers list, and notebooks for learning how to prompt and build with language models.
Our verdict
Both are free, MIT-licensed reading resources rather than software you install, so they are not really competing tools. The first is a Chinese-language collection of ready-to-paste ChatGPT prompts for everyday tasks like translation, writing, and role-play. The second is an English-language guide to prompt engineering in general, with papers, lessons, and notebooks, aimed at people who want to understand the underlying techniques.
Pick ChatGPT (the Chinese prompt collection) if you read Chinese and want prompts you can copy into ChatGPT for common everyday tasks.
Pick Prompt Engineering Guide if you want structured lessons on how prompting works, including techniques, research papers, and related topics like RAG and agents.
| Key difference | ChatGPT | Prompt Engineering Guide |
|---|---|---|
| What it is | Curated list of copy-paste prompts in Chinese | Learning guide, papers list, and notebooks in English-facing site |
| Best at | Ready-made prompts for translation, writing, interviews, and role-play | Structured lessons and an overview of prompting techniques |
| Setup | Beginner; read online and copy prompts | Beginner; read online at promptingguide.ai |
| Limitations | Little guidance on judging output quality; some prompts are joke-oriented | Depth depends on linked pages; no stated update schedule |
| Community interest | 64.2k GitHub stars; last code update 6 months ago | 79.7k GitHub stars; last code update 8 months ago |
Written with AI from both products' catalogue entries · updated 2026-10-29
Who each one is for
Choose ChatGPT if you need…
- Chinese speakers who want ready-to-use prompts for common tasks
- People new to prompt writing who want examples to adapt
- Students practicing translation, interview questions, or essay polishing
- Anyone wanting fun role-play prompts such as a text adventure or a travel guide
Choose Prompt Engineering Guide if you need…
- People who are new to prompting and want structured lessons with examples
- Developers who want an overview of prompting techniques like chain-of-thought and ReAct
- Researchers looking for a curated list of prompt engineering papers
- Teachers or students building a course around language model basics
Side-by-side
| ChatGPT | Prompt Engineering Guide | |
|---|---|---|
| Type | Curated list | Learning resource |
| Price | Free and open source | Free and open source (hosted plans: free) |
| Licence | MIT | MIT |
| GitHub stars | 64.3k | 79.8k |
| Setup difficulty | Beginner | Beginner |
| How you get it | Read it online | Read it online |
| Platforms | — | Web |
| Works with | — | — |
| Main language | — | MDX |
| Last code update | 6 months ago | 8 months ago |
What each one is
ChatGPT
This is a Chinese-language guide to prompting ChatGPT, a chat AI model. It lists many ready-made prompts covering scenarios such as translation, writing, interview practice, text adventure games, and travel planning, which you copy and paste into ChatGPT. The README describes it as a way to learn how to get the AI to follow your instructions.
Prompt Engineering Guide
This is a collection of guides, research papers, lectures, notebooks and reference links about prompt engineering, the practice of writing and structuring inputs to get better results from large language models. The README also covers related topics such as context engineering, retrieval augmented generation (RAG), and AI agents. It is mainly a reading resource published as a website at promptingguide.ai, not a software program you install.
Best for
ChatGPT
- Chinese speakers who want ready-to-use prompts for common tasks
- People new to prompt writing who want examples to adapt
- Students practicing translation, interview questions, or essay polishing
- Anyone wanting fun role-play prompts such as a text adventure or a travel guide
Prompt Engineering Guide
- People who are new to prompting and want structured lessons with examples
- Developers who want an overview of prompting techniques like chain-of-thought and ReAct
- Researchers looking for a curated list of prompt engineering papers
- Teachers or students building a course around language model basics
Strengths
ChatGPT
- Large collection of prompts organized by scenario, with a table of writing tasks
- Prompts are in Chinese and designed to be pasted directly
- Released under the MIT license
Prompt Engineering Guide
- Covers a broad range of topics, from beginner basics to techniques like RAG and agents
- Organized into clear sections for guides, techniques, papers, and notebooks
- Free to read online and the repository is MIT licensed
Not ideal for
ChatGPT
- Developers who need a programmatic prompt dataset; the README points to a separate prompts-zh.json file for that
- People who need verified, factual answers, since the README does not discuss accuracy of model outputs
- Users looking for software to install; this is a text collection, not a program
Prompt Engineering Guide
- Anyone looking for a software tool to install, since the README describes a guide and resource collection rather than an application
- Readers who need up-to-date model-specific details, because the README does not say how often the content is reviewed and some model pages may age quickly
- People who want a hands-on, paid course; the README promotes DAIR.AI Academy courses separately and those are not part of this repository
Trade-offs
ChatGPT
- The README is mostly a list of prompts and gives little guidance on evaluating outputs
- Some prompts are informal or joke-oriented, and the README does not explain their intended use
- The README includes promotional links and a group chat invitation, and it is unclear how these relate to the prompts
Prompt Engineering Guide
- The README is a list of links, so the depth of each topic depends on the linked web pages, which this analysis did not review
- Some README content is promotional, including sponsorship and course discounts
- The README does not state how often the material is updated
Getting started
ChatGPT
Clone the repository
git clone https://github.com/PlexPt/awesome-chatgpt-prompts-zhPrompt Engineering Guide
Clone the repository to read the source files locally
git clone https://github.com/dair-ai/Prompt-Engineering-GuideFrequently asked questions
Should I use ChatGPT or Prompt Engineering Guide?
Both are free, MIT-licensed reading resources rather than software you install, so they are not really competing tools. The first is a Chinese-language collection of ready-to-paste ChatGPT prompts for everyday tasks like translation, writing, and role-play. The second is an English-language guide to prompt engineering in general, with papers, lessons, and notebooks, aimed at people who want to understand the underlying techniques. Pick ChatGPT (the Chinese prompt collection) if you read Chinese and want prompts you can copy into ChatGPT for common everyday tasks. Pick Prompt Engineering Guide if you want structured lessons on how prompting works, including techniques, research papers, and related topics like RAG and agents.
What is the difference between ChatGPT and Prompt Engineering Guide?
ChatGPT: A Chinese-language collection of ready-to-paste ChatGPT prompts for many everyday scenarios. Prompt Engineering Guide: A free online guide, papers list, and notebooks for learning how to prompt and build with language models. ChatGPT suits chinese speakers who want ready-to-use prompts for common tasks, while Prompt Engineering Guide suits people who are new to prompting and want structured lessons with examples.
Are ChatGPT and Prompt Engineering Guide free?
ChatGPT: Free and open source. Prompt Engineering Guide: Free and open source (hosted plans: free).
Is ChatGPT or Prompt Engineering Guide more popular?
Prompt Engineering Guide has more GitHub stars (79.8k) than ChatGPT (64.3k). Popularity isn't the same as fit — check which one matches your use case above.
What are other alternatives to ChatGPT and Prompt Engineering Guide?
Other options people compare them with include OpenAI Cookbook, Learn Prompting.
Keep comparing
Built from our catalogue entries for both products: open-source details come from each project's README (AI-assisted, refreshed weekly) and GitHub data; AI-tool details are editorial. Spotted something wrong? Let us know from either product's page.