> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-service-account.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Mem0 Integration

> Demonstrates using Mem0 as an external memory service for an Agno agent.

```python mem0_integration.py theme={null}
"""
Mem0 Integration
================

Demonstrates using Mem0 as an external memory service for an Agno agent.
"""

from agno.agent import Agent, RunOutput
from agno.models.openai import OpenAIChat
from agno.utils.pprint import pprint_run_response

try:
    from mem0 import MemoryClient
except ImportError:
    raise ImportError(
        "mem0 is not installed. Please install it using `uv pip install mem0ai`."
    )


# ---------------------------------------------------------------------------
# Setup
# ---------------------------------------------------------------------------
client = MemoryClient()

user_id = "agno"
messages = [
    {"role": "user", "content": "My name is John Billings."},
    {"role": "user", "content": "I live in NYC."},
    {"role": "user", "content": "I'm going to a concert tomorrow."},
]

# Comment out the following line after running the script once
client.add(messages, user_id=user_id)


# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------
agent = Agent(
    model=OpenAIChat(),
    dependencies={"memory": client.get_all(user_id=user_id)},
    add_dependencies_to_context=True,
)


# ---------------------------------------------------------------------------
# Run Example
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    run: RunOutput = agent.run("What do you know about me?")
    pprint_run_response(run)

    input = [{"role": i.role, "content": str(i.content)} for i in (run.messages or [])]
    client.add(messages, user_id=user_id)
```

## Run the Example

<Steps>
  <Snippet file="create-venv-step.mdx" />

  <Step title="Install dependencies">
    ```bash theme={null}
    uv pip install -U agno mem0ai openai
    ```
  </Step>

  <Step title="Export your OpenAI API key">
    <CodeGroup>
      ```bash Mac/Linux theme={null}
      export OPENAI_API_KEY="your_openai_api_key_here"
      ```

      ```bash Windows theme={null}
      $Env:OPENAI_API_KEY="your_openai_api_key_here"
      ```
    </CodeGroup>
  </Step>

  <Step title="Run the example">
    Save the code above as `mem0_integration.py`, then run:

    ```bash theme={null}
    python mem0_integration.py
    ```
  </Step>
</Steps>

Full source: [cookbook/11\_memory/integrations/mem0\_integration.py](https://github.com/agno-agi/agno/blob/main/cookbook/11_memory/integrations/mem0_integration.py)