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

# Examples in Python

> Discover implemented use cases of the Metal Platform using Python.

<CardGroup>
  <Card title="Financial Analysis Chatbot" icon="file-spreadsheet" href="https://github.com/getmetal/Metal/blob/main/examples/04-financial-chatbot/financial_chatbot.ipynb">
    Deploy a chat interface to talk with spreadsheets and tabular data in Python.
  </Card>

  <Card title="Multi Tenant Search" icon="people-roof" href="https://github.com/getmetal/Metal/blob/main/examples/03-multitenancy/multitenancy_search.ipynb">
    Build semantic search with Multi tenancy in Python.
  </Card>

  <Card title="RAG Chatbot" icon="futbol" href="https://github.com/getmetal/Metal/blob/main/examples/06-wwc_chatbot-python/wwc.ipynb">
    Retrieval augmented chatbot with different data types in Python.
  </Card>

  <Card title="RAG Langchain Agent " icon="user-robot" href="https://github.com/getmetal/Metal/blob/main/examples/07-rag-agent-langchain/rag_agent_langchain.ipynb">
    Retrieval augmented agent powered by Langchain in Python.
  </Card>
</CardGroup>