Mem0

pip install agentops mem0ai python-dotenv

poetry add agentops mem0ai python-dotenv

uv pip install agentops mem0ai python-dotenv

export AGENTOPS_API_KEY="your_agentops_api_key_here"
export OPENAI_API_KEY="your_openai_api_key_here"

AGENTOPS_API_KEY="your_agentops_api_key_here"
OPENAI_API_KEY="your_openai_api_key_here"

import agentops
from mem0 import Memory

# Start a trace to group related operations
agentops.start_trace("user_preference_learning",tags=["mem0_memory_example"])

try:
    # Initialize Memory - AgentOps tracks the configuration
    memory = Memory.from_config({
        "llm": {
            "provider": "openai",
            "config": {
                "model": "gpt-4o-mini",
                "temperature": 0.1
            }
        }
    })

    # Add memories - AgentOps tracks each operation
    memory.add(
        "I prefer morning meetings and dark roast coffee",
        user_id="user_123",
        metadata={"category": "preferences"}
    )

    # Search memories - AgentOps tracks search queries and results
    results = memory.search(
        "What are the user's meeting preferences?",
        user_id="user_123"
    )

    # End trace - AgentOps aggregates all operations
    agentops.end_trace(end_state="success")
    
except Exception as e:
    agentops.end_trace(end_state="error")

import agentops
from mem0 import MemoryClient

# Start trace for cloud operations
agentops.start_trace("cloud_memory_sync",tags=["mem0_memoryclient_example"])

try:
    # Initialize MemoryClient - AgentOps tracks API authentication
    client = MemoryClient(api_key="your_mem0_api_key")

    # Batch add memories - AgentOps tracks bulk operations
    messages = [
        {"role": "user", "content": "I work in software engineering"},
        {"role": "user", "content": "I prefer Python over Java"},
    ]

    client.add(messages, user_id="user_123")

    # Search with filters - AgentOps tracks complex queries
    filters = {"AND": [{"user_id": "user_123"}]}
    results = client.search(
        query="What programming languages does the user know?",
        filters=filters,
        version="v2"
    )

    # End trace - AgentOps aggregates all operations
    agentops.end_trace(end_state="success")

except Exception as e:
    agentops.end_trace(end_state="error")