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

# Agent Examples

> Explore pre-built agent implementations and integration patterns

## Get Inspired

The best way to understand MemMachine is to see it in action. We've built a variety of example agents to help you jumpstart your development. Each example in our [GitHub Repository](https://github.com/MemMachine/MemMachine/blob/main/examples/README.md) includes a step-by-step walkthrough and setup guide.

### Frameworks & Models

Quick-start templates for the industry's leading LLM backends.

<CardGroup cols={2}>
  <Card title="OpenAI Agent" icon="openai" href="https://github.com/MemMachine/MemMachine/blob/main/examples/openai_agent/README.md">
    Learn how to bridge OpenAI's powerful reasoning with a persistent episodic memory layer.
  </Card>

  <Card title="Qwen Agent" icon="robot" href="https://github.com/MemMachine/MemMachine/blob/main/examples/qwen_agent/README.md">
    A dedicated implementation showing how to optimize open-source models with MemMachine storage.
  </Card>
</CardGroup>

### Implementation Demos

Technical blueprints for integrating MemMachine into your specific environment.

<Columns cols={3}>
  <Card title="Simple Chatbot" icon="message" href="https://github.com/MemMachine/MemMachine/blob/main/examples/simple_chatbot/README.md">
    The "Hello World" of memory. A minimal stateful bot.
  </Card>

  <Card title="TypeScript REST" icon="code" href="https://github.com/MemMachine/MemMachine/blob/main/examples/ts_rest_client_demo/README.md">
    Frontend-ready integration patterns for web-based agents.
  </Card>

  <Card title="Python SDK" icon="python" href="https://github.com/MemMachine/MemMachine/blob/main/examples/memmachine_client_demo.py">
    Script-based demo for backend services and data pipelines.
  </Card>
</Columns>

### Interactive Learning

For when you want to get your hands dirty with the code in real-time.

<Card title="Complete Notebook Guide" icon="book-open" href="https://github.com/MemMachine/MemMachine/blob/main/examples/MemMachine_V2_Complete_Guide.ipynb" horizontal>
  An interactive Jupyter walkthrough covering everything in MemMachine v2—from basic storage to advanced semantic retrieval.
</Card>

***

<Tip>
  **Running a Demo:** Most examples require a running MemMachine instance. If you haven't set one up yet, check out our [Standard Installation](/install_guide/install_guide) first.
</Tip>

<Note>
  Looking for the classics? Our legacy implementations and v1 examples are still available in the [v1 Archive](https://github.com/MemMachine/MemMachine/blob/main/examples/v1/README.md).
</Note>