Copy-paste AI snippets for developers who'd rather build than browse
This repo exists so developers can lift working Python patterns for LLMs and agents instead of writing boilerplate from scratch.

What it does This repository gathers Python examples and tutorials for developers building AI systems. The premise is simple: liftable code blocks that reflect real-world agency work, curated by Dave Ebbelaar of Datalumina. The README itself is stubbornly high-level, so you will not find an index of recipes or a list of covered frameworks without clicking into the source tree.
The interesting bit The repo is essentially a public-facing notebook from an agency engineer who ships GenAI systems for paying clients. That lineage is the selling point: the code is presented as battle-tested in production, even if the README reads more like a business card than a table of contents.
Key highlights
- Focuses on practical, production-adjacent Python code rather than textbook theory
- Covers LLMs, OpenAI, Anthropic, and agent patterns (per repository topics)
- Backed by an agency founder who ships GenAI solutions for clients
- 4,400+ stars suggest the code is hitting a nerve
- Anchored to a broader ecosystem of video tutorials and training courses
Caveats
- The README is a landing page, not a map: it lists no actual examples, file structure, or dependencies
- Finding the right snippet likely requires blind exploration of the repository tree
- The page aggressively funnels readers toward the author’s paid courses and agency services
Verdict Useful if you learn by reading working source and enjoy reverse-engineering patterns. Look elsewhere if you need a well-indexed reference with clear documentation up front.
Frequently asked
- What is daveebbelaar/ai-cookbook?
- This repo exists so developers can lift working Python patterns for LLMs and agents instead of writing boilerplate from scratch.
- Is ai-cookbook open source?
- Yes — daveebbelaar/ai-cookbook is open source, released under the MIT license.
- What language is ai-cookbook written in?
- daveebbelaar/ai-cookbook is primarily written in Python.
- How popular is ai-cookbook?
- daveebbelaar/ai-cookbook has 4.4k stars on GitHub and is currently accelerating.
- Where can I find ai-cookbook?
- daveebbelaar/ai-cookbook is on GitHub at https://github.com/daveebbelaar/ai-cookbook.