Migrating from Mem0

# pip install mem0ai honcho-ai
from mem0 import MemoryClient
from honcho import Honcho

# Export from Mem0
mem0 = MemoryClient(api_key="your-mem0-api-key")
memories = mem0.get_all(filters={"user_id": "user123"}, page_size=100)

# Initialize Honcho
honcho = Honcho(api_key="your-honcho-api-key")
user = honcho.peer("user123")
session = honcho.session("imported")
session.add_peers([user])

# Import memories directly as observations
observations = []
for memory in memories['results']:
    content = memory.get("memory") or memory.get("messages", [{}])[0].get("content", "")
    if content:
        observations.append({"content": content, "session_id": "imported"})

# Batch create observations (up to 100 at a time)
if observations:
    user.observations.create(observations)

print(f"Migrated {len(observations)} memories as observations!")

uv add honcho-ai

from honcho import Honcho

honcho = Honcho( api_key="your-api-key" )

# Example data structure (preserving message history with timestamps):
exported_data = {
    "session-1": {
        "user123": [
            {"content": "I prefer dark mode", "timestamp": "2024-01-15T10:30:00Z"},
            {"content": "My name is Alex", "timestamp": "2024-01-15T10:31:00Z"},
        ],
        "user456": [
            {"content": "I work in finance", "timestamp": "2024-01-15T11:00:00Z"},
            {"content": "I like concise responses", "timestamp": "2024-01-15T11:02:00Z"},
        ],
    },
    "session-2": {
        "user123": [
            {"content": "Meeting notes from last week...", "timestamp": "2024-01-16T09:00:00Z"},
        ],
    }
}

# Import into Honcho
for session_name, users in exported_data.items():
    session = honcho.session(session_name)

    for user_id, messages in users.items():
        peer = honcho.peer(user_id)
        session.add_peers([peer])

        # Sort by timestamp to preserve message order
        sorted_messages = sorted(messages, key=lambda m: m["timestamp"])
        session.add_messages([peer.message(m["content"]) for m in sorted_messages])