This cookbook respository is a collection of guides and examples for working with open models using Nebius Token Factory. Use these recipes to build and deploy intelligent applications faster.
⭐ If you find this repo useful, give it a star! You’ll be notified of new updates and help others discover it too — thank you!
- Builder Hour
- Events supported by Nebius AI.
- Community contributions
- Post training examples
- Distillation guide
- Prerequisites:
- You’ll need a Nebius Token Factory account and API key. Sign up for free here.
- Python runtime (local, Google Colab etc.)
- Follow the setup guide
- Follow project-specific instructions**
🎁 Models
Checkout latest model guides and sample code.
Featuring: Qwen3-2507 and GPT-OSS
📘 APIs
Access Token Factory using various APIs.
Open AI comptible API • LiteLLM • ai-suite • llama-index
Network, learn and build with fellow builders.
⛓️ Integrations
See integrations with other frameworks and APIs
Have some fun with models.
🔍 RAG
| Example | Description | Tech Stack |
|---|---|---|
| PDF RAG | Simple PDF RAG application | LLamaindex + Nebius AI |
| Chat with Documents | UI Web app to chat interactively with PDF documents | LLamaindex + Nebius AI + Streamlit |
| Internal Content Generation Platform | A platform for creating social posts, articles, and demo apps with a RAG pipeline. | Qdrant + Nebius AI + Qwen3-Embedding |
| End-to-end RAG pipeline for PDF documents | Process and query PDF documents using vector database and open source embeddings + models | Llama-index + Milvus db + Nebius AI + Qwen3-Embedding + GPT-OSS |
| Internal Support Agent | Multi-agent internal support agent with web search, document RAG, Notion/Calendly tools, and Slack bot | Nebius AI + LangGraph + Weaviate |
🎠 Agents
We have numerous agent examples: from starter agents to intermediate agents and advanced agents.
Featured AI Agent frameworks:
CrewAI
•
Agno
•
Google ADK
•
Llama-index
•
Pydantic
•
AWS Strands
| Example | Description | Tech Stack |
|---|---|---|
| simple function calling example 1 | Demonstrates how to call functions | Nebius AI |
Post-training allows you to customize and improve pre-trained language models for your specific use cases through fine-tuning and other optimization methods
| Name | Descripton | Tech Stack |
|---|---|---|
| Distillation 1 | Example of a distilled model to do grammer check | Nebius AI |
We welcome your contributions! Open issues, submit pull requests, share your experience.
🧑🏻🤝🧑🏼 View community contributions
This project is licensed under the MIT License. See the LICENSE file for details.
Thanks to all of our amazing contributors!
© Nebius BV, 2025