PocketFlow-Tutorial-Codebase-Knowledge/README.md

<h1 align="center">Turns Codebase into Easy Tutorial with AI</h1>

![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)

> *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.*

<p align="center">
  <a href="https://github.com/The-Pocket/PocketFlow" target="_blank">
    <img 
      src="./assets/banner.png" width="800"
    />
  </a>
</p>

This is a tutorial project of [Pocket Flow](https://github.com/The-Pocket/PocketFlow), a 100-line LLM framework. It crawls GitHub repositories and build 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.

## ⭐ Example Tutorials for Popular GitHub Repositories!

- [AutoGen Core](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/AutoGen%20Core) - Build AI teams that talk, think, and solve problems together like coworkers!

- [Browser Use](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Browser%20Use) - Let AI surf the web for you, clicking buttons and filling forms like a digital assistant!

- [Celery](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Celery) - Supercharge your app with background tasks that run while you sleep!

- [Click](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Click) - Turn Python functions into slick command-line tools with just a decorator!

- [Crawl4AI](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Crawl4AI) - Train your AI to extract exactly what matters from any website!

- [CrewAI](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/CrewAI) - Assemble a dream team of AI specialists to tackle impossible problems!

- [DSPy](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/DSPy) - Build LLM apps like Lego blocks that optimize themselves!

- [FastAPI](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/FastAPI) - Create APIs at lightning speed with automatic docs that clients will love!

- [Flask](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Flask) - Craft web apps with minimal code that scales from prototype to production!

- [LangGraph](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/LangGraph) - Design AI agents as flowcharts where each step remembers what happened before!

- [LevelDB](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/LevelDB) - Store data at warp speed with Google's engine that powers blockchains!

- [MCP Python SDK](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/MCP%20Python%20SDK) - Build powerful apps that communicate through an elegant protocol without sweating the details!

- [NumPy Core](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/NumPy%20Core) - Master the engine behind data science that makes Python as fast as C!

- [OpenManus](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/OpenManus) - Build AI agents with digital brains that think, learn, and use tools just like humans do!

- [Pydantic Core](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Pydantic%20Core) - Validate data at rocket speed with just Python type hints!

- [Requests](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Requests) - Talk to the internet in Python with code so simple it feels like cheating!

- [SmolaAgents](https://the-pocket.github.io/Tutorial-Codebase-Knowledge/SmolaAgents) - Build tiny AI agents that punch way above their weight class!


## 🚀 Getting Started

1. Clone this repository

2. Install dependencies: 

   ```bash
   pip install -r requirements.txt
   ```

3. Generate a complete codebase tutorial by running the main script:

  ```bash
  python main.py https://github.com/username/repo --include "*.py" "*.js" --exclude "tests/*" --max-size 50000
  ```
  
  - `repo_url` - URL of the GitHub repository (required)
  - `-n, --name` - Project name (optional, derived from URL if omitted)
  - `-t, --token` - GitHub token (or set GITHUB_TOKEN environment variable)
  - `-o, --output` - Output directory (default: ./output)
  - `-i, --include` - Files to include (e.g., "*.py" "*.js")
  - `-e, --exclude` - Files to exclude (e.g., "tests/*" "docs/*")
  - `-s, --max-size` - Maximum file size in bytes (default: 100KB)

- Crawl GitHub repositories at specific commits or branches
- Filter files by patterns (include/exclude)
- Set maximum file size limits
- Generate relative paths for simpler directory structures

The application will crawl the repository, analyze the codebase structure, generate tutorial content, and save the output in the specified directory (default: ./output).


## 💡 Development Tutorial

- I built using [**Agentic Coding**](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to), the fastest development paradigm, where humans simply [design](docs/design.md) and agents [code](flow.py).

- The secret weapon is [Pocket Flow](https://github.com/The-Pocket/PocketFlow), a 100-line LLM framework that lets Agents (e.g., Cursor AI) build for you
  
- Step-by-step YouTube development tutorial coming soon! Please subscribe to my [YouTube Channel](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)