---
title: "awesome-chatgpt-prompts-zh vs ai-engineering-from-scratch"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/plexpt-awesome-chatgpt-prompts-zh-vs-rohitg00-ai-engineering-from-scratch"
tools: ["plexpt-awesome-chatgpt-prompts-zh", "rohitg00-ai-engineering-from-scratch"]
---

# awesome-chatgpt-prompts-zh vs ai-engineering-from-scratch

*GraphCanon updated Jul 12, 2026*

## Verdict

Pick awesome-chatgpt-prompts-zh if awesome-chatgpt-prompts-zh 是一个针对 ChatGPT 的中文使用指南和提示集合，旨在帮助用户更好地利用这个语言模型完成多样的任务和场景。; pick ai-engineering-from-scratch if specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up.

[awesome-chatgpt-prompts-zh](https://chat.aimakex.com/) reports 61k GitHub stars, 14k forks, and 46 open issues, last pushed Apr 28, 2026. [ai-engineering-from-scratch](https://aiengineeringfromscratch.com) has 38k stars, 6.3k forks, and 96 open issues, last pushed Jun 25, 2026. Figures are from public GitHub metadata via [awesome-chatgpt-prompts-zh's repository](https://github.com/PlexPt/awesome-chatgpt-prompts-zh) and [ai-engineering-from-scratch's repository](https://github.com/rohitg00/ai-engineering-from-scratch).

| | [awesome-chatgpt-prompts-zh](/tools/plexpt-awesome-chatgpt-prompts-zh.md) | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) |
| --- | --- | --- |
| Tagline | ChatGPT 中文调教指南 | Learn it. Build it. Ship it for others. |
| Stars | 60,907 | 37,922 |
| Forks | 13,548 | 6,329 |
| Open issues | 46 | 96 |
| Language | - | Python |
| Adopt for | awesome-chatgpt-prompts-zh 是一个针对 ChatGPT 的中文使用指南和提示集合，旨在帮助用户更好地利用这个语言模型完成多样的任务和场景。 | Specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up. |
| Persona | - | - |
| Runtime | - | - |
| License | MIT | MIT |
| Categories | LLM Frameworks | AI Agents, Computer Vision, Developer Tools, LLM Frameworks |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [awesome-chatgpt-prompts-zh](/tools/plexpt-awesome-chatgpt-prompts-zh.md) | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) |
| --- | --- | --- |
| Maintenance | Steady (60%) | Active (82%) |
| Days since push | 73d | 15d |
| Open issues (now) | 46 | 96 |
| Security scan | No lockfile | No MCP manifest |
| Full report | [trust report](/tools/plexpt-awesome-chatgpt-prompts-zh/trust.md) | [trust report](/tools/rohitg00-ai-engineering-from-scratch/trust.md) |

## Decision facts: awesome-chatgpt-prompts-zh

- **Pricing:** unknown
- **Requirements:** 此工具主要是关于如何使用ChatGPT进行中文场景下的各种任务，并不是一个独立的服务或框架，用户需要自行准备ChatGPT的访问和使用环境。
- **Adopt for:** awesome-chatgpt-prompts-zh 是一个针对 ChatGPT 的中文使用指南和提示集合，旨在帮助用户更好地利用这个语言模型完成多样的任务和场景。

## Decision facts: ai-engineering-from-scratch

- **Pricing:** freemium - The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up
- **Adopt for:** Specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up.

## Choose when

### Choose awesome-chatgpt-prompts-zh if…

- Requirements: 此工具主要是关于如何使用ChatGPT进行中文场景下的各种任务，并不是一个独立的服务或框架，用户需要自行准备ChatGPT的访问和使用环境。.
- Tags unique to awesome-chatgpt-prompts-zh: chat-gpt, chatgpt, chatgpt3, chatgpt4.
- 当您需要指导如何优化您的中文输入以获得更好的回应时；

### Choose ai-engineering-from-scratch if…

- Pricing: The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up.
- Tags unique to ai-engineering-from-scratch: agents, ai-engineering, computer-vision, deep-learning.
- Also covers AI Agents, Computer Vision, Developer Tools.
- When you want to start with foundational knowledge and learn the intricacies behind AI systems.

## When NOT to use awesome-chatgpt-prompts-zh

- 如果需要严格的本地法律法规专业知识指导，因为它可能缺乏针对具体国家和地区的深度定制化法律服务；
- 对于实时性和高度专业化的技术问题解答需求较少优化，因为它主要为文本创作提供支持和技术性的输入提示指南。

## When NOT to use ai-engineering-from-scratch

- If you are looking for a quick setup or ready-to-go solution without diving into the foundational understanding.
- When your project requires immediate practical application with less emphasis on self-implemented solutions from scratch.

## Common questions

### What is the difference between awesome-chatgpt-prompts-zh and ai-engineering-from-scratch?

awesome-chatgpt-prompts-zh: ChatGPT 中文调教指南. ai-engineering-from-scratch: Learn it. Build it. Ship it for others.. See the comparison table for live GitHub stats and shared categories.

### When should I choose awesome-chatgpt-prompts-zh over ai-engineering-from-scratch?

Choose awesome-chatgpt-prompts-zh over ai-engineering-from-scratch when Requirements: 此工具主要是关于如何使用ChatGPT进行中文场景下的各种任务，并不是一个独立的服务或框架，用户需要自行准备ChatGPT的访问和使用环境。; Tags unique to awesome-chatgpt-prompts-zh: chat-gpt, chatgpt, chatgpt3, chatgpt4; 当您需要指导如何优化您的中文输入以获得更好的回应时；.

### When should I choose ai-engineering-from-scratch over awesome-chatgpt-prompts-zh?

Choose ai-engineering-from-scratch over awesome-chatgpt-prompts-zh when Pricing: The `ai-engineering-from-scratch` repository is free and open-source under an MIT license, but for full access to additional resources or support, a paid option may be provided. Consult official or up; Tags unique to ai-engineering-from-scratch: agents, ai-engineering, computer-vision, deep-learning; Also covers AI Agents, Computer Vision, Developer Tools; When you want to start with foundational knowledge and learn the intricacies behind AI systems.

### When should I avoid awesome-chatgpt-prompts-zh?

如果需要严格的本地法律法规专业知识指导，因为它可能缺乏针对具体国家和地区的深度定制化法律服务； 对于实时性和高度专业化的技术问题解答需求较少优化，因为它主要为文本创作提供支持和技术性的输入提示指南。

### When should I avoid ai-engineering-from-scratch?

If you are looking for a quick setup or ready-to-go solution without diving into the foundational understanding. When your project requires immediate practical application with less emphasis on self-implemented solutions from scratch.

### Is awesome-chatgpt-prompts-zh or ai-engineering-from-scratch more popular on GitHub?

awesome-chatgpt-prompts-zh has more GitHub stars (60,907 vs 37,922). Stars measure visibility, not whether either tool fits your constraints.

### Are awesome-chatgpt-prompts-zh and ai-engineering-from-scratch open source?

Yes - both are open-source projects on GitHub (awesome-chatgpt-prompts-zh: MIT, ai-engineering-from-scratch: MIT).

### Where can I find alternatives to awesome-chatgpt-prompts-zh or ai-engineering-from-scratch?

GraphCanon lists graph-backed alternatives at [awesome-chatgpt-prompts-zh alternatives](/tools/plexpt-awesome-chatgpt-prompts-zh/alternatives) and [ai-engineering-from-scratch alternatives](/tools/rohitg00-ai-engineering-from-scratch/alternatives) ([awesome-chatgpt-prompts-zh markdown twin](/tools/plexpt-awesome-chatgpt-prompts-zh/alternatives.md), [ai-engineering-from-scratch markdown twin](/tools/rohitg00-ai-engineering-from-scratch/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/plexpt-awesome-chatgpt-prompts-zh-vs-rohitg00-ai-engineering-from-scratch.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, awesome-chatgpt-prompts-zh or ai-engineering-from-scratch?

awesome-chatgpt-prompts-zh: Steady. ai-engineering-from-scratch: Active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for awesome-chatgpt-prompts-zh and ai-engineering-from-scratch?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [awesome-chatgpt-prompts-zh trust report](/tools/plexpt-awesome-chatgpt-prompts-zh/trust); [ai-engineering-from-scratch trust report](/tools/rohitg00-ai-engineering-from-scratch/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=plexpt-awesome-chatgpt-prompts-zh`](/api/graphcanon/graph?tool=plexpt-awesome-chatgpt-prompts-zh)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_
