--- title: "Awesome-ChatGPT-prompts-ZH_CN vs ai-engineering-from-scratch" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/l1xu4n-awesome-chatgpt-prompts-zh-cn-vs-rohitg00-ai-engineering-from-scratch" tools: ["l1xu4n-awesome-chatgpt-prompts-zh-cn", "rohitg00-ai-engineering-from-scratch"] --- # Awesome-ChatGPT-prompts-ZH_CN vs ai-engineering-from-scratch *GraphCanon updated Jul 11, 2026* ## Verdict Pick Awesome-ChatGPT-prompts-ZH_CN when tags unique to Awesome-ChatGPT-prompts-ZH_CN: awesome, claude-slack, bing-chat, newbing; pick ai-engineering-from-scratch 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. [Awesome-ChatGPT-prompts-ZH_CN](https://github.com/L1Xu4n/Awesome-ChatGPT-prompts-ZH_CN) reports 3.2k GitHub stars, 169 forks, and 11 open issues, last pushed Jul 18, 2023. [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_CN's repository](https://github.com/L1Xu4n/Awesome-ChatGPT-prompts-ZH_CN) and [ai-engineering-from-scratch's repository](https://github.com/rohitg00/ai-engineering-from-scratch). | | [Awesome-ChatGPT-prompts-ZH_CN](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn.md) | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) | | --- | --- | --- | | Tagline | 如何将ChatGPT调教成一只猫娘 | Learn it. Build it. Ship it for others. | | Stars | 3,161 | 37,922 | | Forks | 169 | 6,329 | | Open issues | 11 | 96 | | Language | - | Python | | Adopt for | - | Specifically designed for individuals looking to build a comprehensive understanding of AI tools and frameworks from the ground up. | | Persona | - | - | | Runtime | - | - | | License | - | MIT | | Categories | LLM Frameworks | LLM Frameworks, AI Agents, Computer Vision, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Awesome-ChatGPT-prompts-ZH_CN](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn.md) | [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Active (82%) | | Days since push | 1088d | 15d | | Open issues (now) | 11 | 96 | | Security scan | No lockfile | No MCP manifest | | Full report | [trust report](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/trust.md) | [trust report](/tools/rohitg00-ai-engineering-from-scratch/trust.md) | ## 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_CN if… - Tags unique to Awesome-ChatGPT-prompts-ZH_CN: awesome, claude-slack, bing-chat, newbing. - Leaner open-issue backlog (11). ### 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: deep-learning, ai-engineering, agents, llm. - 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_CN - Last GitHub push was 1089 days ago (dormant maintenance, Jul 18, 2023). Validate activity before betting a new project on Awesome-ChatGPT-prompts-ZH_CN. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## 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_CN and ai-engineering-from-scratch? Awesome-ChatGPT-prompts-ZH_CN: 如何将ChatGPT调教成一只猫娘. 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_CN over ai-engineering-from-scratch? Choose Awesome-ChatGPT-prompts-ZH_CN over ai-engineering-from-scratch when Tags unique to Awesome-ChatGPT-prompts-ZH_CN: awesome, claude-slack, bing-chat, newbing; Leaner open-issue backlog (11). ### When should I choose ai-engineering-from-scratch over Awesome-ChatGPT-prompts-ZH_CN? Choose ai-engineering-from-scratch over Awesome-ChatGPT-prompts-ZH_CN 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: deep-learning, ai-engineering, agents, llm; 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_CN? Last GitHub push was 1089 days ago (dormant maintenance, Jul 18, 2023). Validate activity before betting a new project on Awesome-ChatGPT-prompts-ZH_CN. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### 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_CN or ai-engineering-from-scratch more popular on GitHub? ai-engineering-from-scratch has more GitHub stars (37,922 vs 3,161). Stars measure visibility, not whether either tool fits your constraints. ### Are Awesome-ChatGPT-prompts-ZH_CN and ai-engineering-from-scratch open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to Awesome-ChatGPT-prompts-ZH_CN or ai-engineering-from-scratch? GraphCanon lists graph-backed alternatives at [Awesome-ChatGPT-prompts-ZH_CN alternatives](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/alternatives) and [ai-engineering-from-scratch alternatives](/tools/rohitg00-ai-engineering-from-scratch/alternatives) ([Awesome-ChatGPT-prompts-ZH_CN markdown twin](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/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/l1xu4n-awesome-chatgpt-prompts-zh-cn-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_CN or ai-engineering-from-scratch? Awesome-ChatGPT-prompts-ZH_CN: Dormant. 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_CN and ai-engineering-from-scratch? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Awesome-ChatGPT-prompts-ZH_CN trust report](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/trust); [ai-engineering-from-scratch trust report](/tools/rohitg00-ai-engineering-from-scratch/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=l1xu4n-awesome-chatgpt-prompts-zh-cn`](/api/graphcanon/graph?tool=l1xu4n-awesome-chatgpt-prompts-zh-cn) - 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/_