Mem0

pip install mem0ai

export TOKENLAB_API_KEY="sk-your-tokenlab-key"

import os

from mem0 import Memory

config = {
    "llm": {
        "provider": "openai",
        "config": {
            "model": "claude-sonnet-5",
            "api_key": os.environ["TOKENLAB_API_KEY"],
            "openai_base_url": "https://api.tokenlab.sh/v1",
            "temperature": 0.1,
        },
    },
    "embedder": {
        "provider": "openai",
        "config": {
            "model": "text-embedding-3-small",
            "api_key": os.environ["TOKENLAB_API_KEY"],
            "openai_base_url": "https://api.tokenlab.sh/v1",
        },
    },
    "vector_store": {
        "provider": "qdrant",
        "config": {"path": "./mem0-qdrant"},
    },
}

memory = Memory.from_config(config)

memory.add("The user prefers concise engineering summaries.", user_id="demo")
results = memory.search("How should I answer?", filters={"user_id": "demo"})
print(results)