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Turns Codebase into Easy Tutorial with AI
Ever stared at a new codebase written by others feeling completely lost? This tutorial shows you how to build an AI agent that analyzes GitHub repositories and creates beginner-friendly tutorials explaining exactly how the code works.
This is a tutorial project of Pocket Flow, a 100-line LLM framework. It crawls GitHub repositories and builds a knowledge base from the code. It analyzes entire codebases to identify core abstractions and how they interact, and transforms complex code into beginner-friendly tutorials with clear visualizations.
- Check out the YouTube Development Tutorial for more!
- Check out the Substack Post Tutorial for more!
🔸 🎉 Reached Hacker News Front Page (April 2025) with >900 up‑votes: Discussion »
🔸 🎊 Online Service Now Live! (May 2025) Try our new online version at https://code2tutorial.com/ – just paste a GitHub link, no installation needed!
⭐ Example Results for Popular GitHub Repositories!
🤯 All these tutorials are generated entirely by AI by crawling the GitHub repo!
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- Browser Use - Let AI surf the web for you, clicking buttons and filling forms like a digital assistant!
- Celery - Supercharge your app with background tasks that run while you sleep!
- Click - Turn Python functions into slick command-line tools with just a decorator!
- Codex - Turn plain English into working code with this AI terminal wizard!
- Crawl4AI - Train your AI to extract exactly what matters from any website!
- CrewAI - Assemble a dream team of AI specialists to tackle impossible problems!
- DSPy - Build LLM apps like Lego blocks that optimize themselves!
- FastAPI - Create APIs at lightning speed with automatic docs that clients will love!
Don't lose this
Three weeks from now, you'll want PocketFlow Tutorial Codebase Knowledge again. Will you remember where to find it?
Save it to your library and the next time you need PocketFlow Tutorial Codebase Knowledge, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
Pocket Flow: Codebase to Tutorial. Best for anyone looking to make their AI assistant more capable in communication. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
Heads up: this needs an API key to work. You'll get one from the service's website (usually free). The setup guide tells you exactly where.
What's New
Imported from GitHub
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