How to Use Direct Import
The Direct Import feature allows users to skip the memory deduction phase and directly input pre-defined memories into the system for storage and retrieval. To enable this feature, set the infer parameter to False in the add method.
messages = [
{"role": "user", "content": "Alice loves playing badminton"},
{"role": "assistant", "content": "That's great! Alice is a fitness freak"},
{"role": "user", "content": "Alice mostly cooks at home because of her gym plan"},
]
client.add(messages, user_id="alice", infer=False)
Only messages with the role “user” will be used for storage. Messages with roles such as “assistant” or “system” will be ignored during the storage process.
Direct import skips the inference pipeline, so it also skips duplicate detection. If you later send the same fact with infer=True, Mem0 will store a second copy. Pick one mode per memory source unless you truly want both versions.
How to Retrieve Memories
You can retrieve memories using the search method.
client.search("What is Alice's favorite sport?", user_id="alice")
How to Retrieve All Memories
You can retrieve all memories using the get_all method.
get_all() now requires filters to be specified.
client.get_all(filters={"AND": [{"user_id": "alice"}]})
