> ## Documentation Index
> Fetch the complete documentation index at: https://docs.tokenfactory.nebius.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Nebius Token Factory Cookbook

> Examples and recipes to use with Token Factory

## Repository

The GitHub repository can found here: [https://github.com/nebius/token-factory-cookbook](https://github.com/nebius/token-factory-cookbook)

```shellscript theme={null}
git  clone   https://github.com/nebius/token-factory-cookbook
```

## APIs and Models

<Columns cols={2}>
  <Card title="Model cards" icon="gift" href="https://github.com/nebius/token-factory-cookbook/tree/main/models">
    GPT-OSS, Qwen3 and more
  </Card>

  <Card title="APIs" icon="chart-network" href="https://github.com/nebius/token-factory-cookbook/tree/main/api">
    openAI, LiteLLM, hugging face, aisuite
  </Card>
</Columns>

## Agents

<Columns cols={3}>
  <Card title="Starter Agents" icon="user-robot" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#agents-by-functionality" />

  <Card title="Advanced Agents" icon="user-robot" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#agents-by-functionality" />

  <Card title="MCP Agents" icon="user-robot" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#agents-by-functionality" />
</Columns>

### Agents by framework

<Columns cols={4}>
  <Card title="Agno" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#agno" />

  <Card title="Camel AI" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#camel-ai" />

  <Card title="Crew AI" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#crewai" />

  <Card title="Google ADK" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#google-adk-agent-development-kit" />

  <Card title="Llama-Index" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#llama-index" />

  <Card title="Pydantic" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#pydantic-ai" />

  <Card title="Strands" href="https://github.com/nebius/token-factory-cookbook/tree/main/agents#strands-agent" />
</Columns>

[See all agent examples](https://github.com/nebius/token-factory-cookbook/blob/main/agents/README.md)

## RAG (Retrieval-augmented generation)

<Columns cols={3}>
  <Card title="Chat with Documents" icon="file-pdf" href="https://github.com/nebius/token-factory-cookbook/tree/main/rag/chat-with-pdf">
    Ask questions about PDF documents
  </Card>

  <Card title="RAG pipeline" icon="road" href="https://github.com/nebius/token-factory-cookbook/tree/main/rag/rag-milvus-1">
    End to end RAG pipeline using vector databases
  </Card>

  <Card title="Content generation" icon="file-pen" href="https://github.com/nebius/token-factory-cookbook/tree/main/rag/content-gen-pipeline-qdrant">
    Create social posts and demo apps
  </Card>
</Columns>

[All RAG examples](https://github.com/nebius/token-factory-cookbook/tree/main/rag)

## Finetuning and Distillation

<Columns cols={2}>
  <Card title="Distillation" icon="bottle-droplet" href="https://github.com/nebius/token-factory-cookbook/tree/main/distillation/distillation-1">
    Train a smaller model from a teacher
  </Card>

  <Card title="LORA finetuning" icon="sparkles" href="https://github.com/nebius/token-factory-cookbook/blob/main/AddLora.ipynb">
    Efficient training of models
  </Card>
</Columns>

## Fun

<Columns cols={2}>
  <Card title="Fun images with LORA" icon="image-landscape" href="https://github.com/nebius/token-factory-cookbook/tree/main/lora/lora-1">
    Create fun images using LORA adapters
  </Card>

  <Card title="Pelican challenge" icon="bird" href="https://github.com/nebius/token-factory-cookbook/tree/main/fun/pelican-riding-bicycle">
    A cool vibe benchmark for models
  </Card>
</Columns>

## Community and Apps

<Columns cols={3}>
  <Card title="Events" icon="calendar-days" href="https://github.com/nebius/token-factory-cookbook/blob/main/community/events.md">
    Hackathons, workshops
  </Card>

  <Card title="Community" icon="people-simple" href="https://github.com/nebius/token-factory-cookbook/blob/main/community/README.md">
    Contributions
  </Card>

  <Card title="Apps" icon="window-restore" href="https://github.com/nebius/token-factory-cookbook/blob/main/apps/README.md">
    Apps gallery
  </Card>
</Columns>
