Agno Mem0Tools update (#3139)

This commit is contained in:
Antaripa Saha
2025-07-16 11:46:51 +05:30
committed by GitHub
parent c1ca366edd
commit 9f3fd06334

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@@ -3,7 +3,8 @@ title: Agno
--- ---
<Snippet file="security-compliance.mdx" /> <Snippet file="security-compliance.mdx" />
Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Agno](https://github.com/agno-agi/agno), a Python framework for building autonomous agents. This integration enables Agno agents to access persistent memory across conversations, enhancing context retention and personalization.
This integration of [**Mem0**](https://github.com/mem0ai/mem0) with [Agno](https://github.com/agno-agi/agno, enables persistent, multimodal memory for Agno-based agents - improving personalization, context awareness, and continuity across conversations.
## Overview ## Overview
@@ -11,6 +12,7 @@ Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Agno](https://github.
2. Support for multimodal interactions (text and images) 2. Support for multimodal interactions (text and images)
3. Semantic search for relevant past conversations 3. Semantic search for relevant past conversations
4. Personalized responses based on user history 4. Personalized responses based on user history
5. One-line memory integration via `Mem0Tools`
## Prerequisites ## Prerequisites
@@ -18,14 +20,41 @@ Before setting up Mem0 with Agno, ensure you have:
1. Installed the required packages: 1. Installed the required packages:
```bash ```bash
pip install agno-ai mem0ai pip install agno mem0ai
``` ```
2. Valid API keys: 2. Valid API keys:
- [Mem0 API Key](https://app.mem0.ai/dashboard/api-keys) - [Mem0 API Key](https://app.mem0.ai/dashboard/api-keys)
- OpenAI API Key (for the agent model) - OpenAI API Key (for the agent model)
## Integration Example ## Quick Integration (Using `Mem0Tools`)
The simplest way to integrate Mem0 with Agno Agents is to use Mem0 as a tool using built-in `Mem0Tools`:
```python
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.mem0 import Mem0Tools
agent = Agent(
name="Memory Agent",
model=OpenAIChat(id="gpt-4o-mini"),
tools=[Mem0Tools()],
description="An assistant that remembers and personalizes using Mem0 memory."
)
```
This enables memory functionality out of the box:
- **Persistent memory writing**: `Mem0Tools` uses `MemoryClient.add(...)` to store messages from user-agent interactions, including optional metadata such as user ID or session.
- **Contextual memory search**: Compatible queries use `MemoryClient.search(...)` to retrieve relevant past messages, improving contextual understanding.
- **Multimodal support**: Both text and image inputs are supported, allowing richer memory records.
> `Mem0Tools` uses the `MemoryClient` under the hood and requires no additional setup. You can customize its behavior by modifying your tools list or extending it in code.
## Full Manual Example
> Note: Mem0 can also be used with Agno Agents as a separate memory layer.
The following example demonstrates how to create an Agno agent with Mem0 memory integration, including support for image processing: The following example demonstrates how to create an Agno agent with Mem0 memory integration, including support for image processing:
@@ -39,7 +68,6 @@ from agno.media import Image
from agno.models.openai import OpenAIChat from agno.models.openai import OpenAIChat
from mem0 import MemoryClient from mem0 import MemoryClient
# Initialize the Mem0 client # Initialize the Mem0 client
client = MemoryClient() client = MemoryClient()
@@ -162,6 +190,8 @@ Improve your agent's context awareness:
Customize the integration to your needs: Customize the integration to your needs:
- **Use `Mem0Tools()`** for drop-in memory support
- **Use `MemoryClient` directly** for advanced control
- **User Identification**: Organize memories by user ID - **User Identification**: Organize memories by user ID
- **Memory Search**: Configure search relevance and result count - **Memory Search**: Configure search relevance and result count
- **Memory Formatting**: Support for various OpenAI message formats - **Memory Formatting**: Support for various OpenAI message formats