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

# Tutorials

> Runnable, end-to-end Infino tutorials covering RAG pipelines, agent memory, hybrid search, code search, analytics over Parquet, and more examples.

Runnable, end-to-end examples. Python examples open in **Colab** with one click; all of
them live in the [infino repository](https://github.com/infino-ai/infino).

<CardGroup cols={2}>
  <Card title="RAG over documents" icon="file-lines" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/rag">
    Chunk, embed, retrieve (vector / hybrid / filtered / conversational), and ground an
    answer. **Python**, [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/rag/01_rag_pdf.ipynb).
  </Card>

  <Card title="Agent memory" icon="brain" href="https://github.com/infino-ai/infino/tree/main/infino-node/examples/agent-memory">
    Long-term memory for an agent: hybrid recall, SQL over memory, and mutation, over
    one table. **Node.js**.
  </Card>

  <Card title="Hybrid search service" icon="magnifying-glass" href="https://github.com/infino-ai/infino/tree/main/infino-node/examples/hybrid-search-api">
    An embedded BM25 + vector search API over a product catalog, with no separate search
    server. **Node.js**.
  </Card>

  <Card title="Code search" icon="code" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/code_search">
    Exact, natural-language (vector), and keyword (BM25) search over a corpus of
    functions. **Python**, [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/code_search/01_code_search.ipynb).
  </Card>

  <Card title="Analytics + search" icon="chart-column" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/analytics">
    SQL `GROUP BY` time-series and leaderboards alongside BM25, over one table. **Python**,
    [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/analytics/01_hackernews_sql_search.ipynb).
  </Card>

  <Card title="Live / mutable data" icon="arrows-rotate" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/inventory">
    Keep a live inventory current with `update` / `delete`, durable across reconnect.
    **Python**, [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/inventory/01_live_inventory.ipynb).
  </Card>

  <Card title="LangChain RAG & agents" icon="link" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/langchain">
    Live-data RAG, a research assistant, and a support-ops agent on LangChain.
    **Python**, [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/langchain/01_live_data_rag.ipynb).
  </Card>

  <Card title="CrewAI crews" icon="users" href="https://github.com/infino-ai/infino/tree/main/infino-python/examples/crewai">
    A support-triage crew, a content-research crew, and a knowledge crew on CrewAI.
    **Python**, [Open in Colab](https://colab.research.google.com/github/infino-ai/infino/blob/main/infino-python/examples/crewai/01_support_triage_crew.ipynb).
  </Card>
</CardGroup>

See [Integrations](/integrations) for the framework packages: LangChain, Vercel AI SDK,
CrewAI, and the MCP server.