head to head · open source
generative-ai-for-beginners vs how-claude-code-works
generative-ai-for-beginners has 122,853 GitHub stars, 65,741 forks, 23 open issues and last shipped yesterday. how-claude-code-works has 3,800 stars, 714 forks, 1 open issues and last shipped 3 months ago. generative-ai-for-beginners leads on adoption by 3,133% (122,853 vs 3,800 stars). generative-ai-for-beginners is written in Jupyter Notebook under MIT; how-claude-code-works is written in various languages under MIT. generative-ai-for-beginners has attracted 54% as many forks as stars, how-claude-code-works 19%. generative-ai-for-beginners was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (ai), so they are genuine substitutes rather than adjacent tools.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| generative-ai-for-beginners | how-claude-code-works | |
|---|---|---|
| GitHub stars | ★ 123K | ★ 3.8K |
| License | MIT | MIT |
| Written in | Jupyter Notebook | — |
| Last push | 2026-11-02 | 2026-08-17 |
| Forks | ⑂ 66K | ⑂ 714 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick generative-ai-for-beginners if
- You weight community size — 123K stars and counting
- You want the MIT license terms
- Your stack matches Jupyter Notebook
- You value the larger contributor base for long-term maintenance
pick how-claude-code-works if
- You want the how-claude-code-works feature set and don't need the biggest community
- You prefer the MIT license terms
- You evaluated both and how-claude-code-works fits your workflow better
About generative-ai-for-beginners
21 Lessons teaching everything you need to know to start building Generative AI applications 🌐 Multi Language Support Supported via GitHub Action (Automated & Always Up to Date) Arabic Bengali Bulgarian Burmese (Myanmar) Chinese (Simplified) Chinese (Traditional, Hong Kong) Chinese (Traditional, Macau) Chinese (Traditional, Taiwan) Croatian Czech Danish Dutch Estonian Finnish French German Greek Hebrew Hindi Hungarian Indonesian Italian Japanese Kannada Khmer Korean Lithuanian Malay Malayalam Marathi Nepali Nigerian Pidgin Norwegian Persian (Farsi) Polish Portuguese (Brazil) Portuguese (Portugal) Punjabi…
read the full generative-ai-for-beginners overview →
About how-claude-code-works
How Claude Code Works Claude Code 架构学习笔记 — Agentic Coding System 深度分析 📘 在线阅读文档 English 🛠️ 想动手造一个？配套项目 Claude Code From Scratch — 4300 行 TypeScript / Python 两个版本，13 章分步教程，clean room 教育实现，从零造一个受 Claude Code 启发的 Coding Agent ⚖️ 声明 / Disclaimer ：本项目是面向开发者的教育性架构分析。所有内容均为独立研究与推理，不代表 Anthropic 官方设计，也不保证与 Claude Code 真实内部实现一致。"Claude Code" 是 Anthropic 的商标，本项目与 Anthropic 无任何关联，亦不对外分发任何来自 Anthropic 的源码。 ⚖️ 写在前面 ：2026.7.4: 距离3月底的源码泄露事件，到现在claude code又更新了许多新的功能，尤其是/goal /loop组成的 loop engineering, 以及dynamic workflow为代表的新的agent编排、观测和干预方法，这些新的功能的原理分析其实对于我们使用claude code帮助很大，因此我们近期也在持续逆向解析这些新的功能，不断更新该repo Claude Code 是目前使用最广泛的…
read the full how-claude-code-works overview →
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Frequently asked questions
Is generative-ai-for-beginners or how-claude-code-works more popular?
generative-ai-for-beginners has 122,853 GitHub stars and how-claude-code-works has 3,800. generative-ai-for-beginners has the larger community by that measure.
Are generative-ai-for-beginners and how-claude-code-works free?
Both are open source. generative-ai-for-beginners is licensed under MIT and how-claude-code-works under MIT. Neither carries a licence fee.
What is the difference between generative-ai-for-beginners and how-claude-code-works?
generative-ai-for-beginners is written in Jupyter Notebook and how-claude-code-works in various languages. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, generative-ai-for-beginners or how-claude-code-works?
Choose generative-ai-for-beginners if you want the larger community (122,853 stars) or its MIT licence terms. Choose how-claude-code-works if its feature set, stack or MIT licence fits better. Both are self-hostable.