diff --git a/docs/cookbooks/frameworks/llamaindex-multiagent.mdx b/docs/cookbooks/frameworks/llamaindex-multiagent.mdx index 92ab6d945..fd9f73ff7 100644 --- a/docs/cookbooks/frameworks/llamaindex-multiagent.mdx +++ b/docs/cookbooks/frameworks/llamaindex-multiagent.mdx @@ -211,8 +211,8 @@ class MultiAgentLearningSystem: try: # Search memory for learning patterns memories = self.memory.search( - user_id=self.student_id, - query="learning machine learning" + query="learning machine learning", + filters={"user_id": self.student_id} ) if memories and memories.get('results'): diff --git a/docs/cookbooks/integrations/healthcare-google-adk.mdx b/docs/cookbooks/integrations/healthcare-google-adk.mdx index a352e506b..528aa3d19 100644 --- a/docs/cookbooks/integrations/healthcare-google-adk.mdx +++ b/docs/cookbooks/integrations/healthcare-google-adk.mdx @@ -50,7 +50,7 @@ load_dotenv() USER_ID = "Alex" # Initialize Mem0 client -mem0 = MemoryClient() +mem0_client = MemoryClient() ``` ## Define Memory Tools @@ -76,7 +76,7 @@ def retrieve_patient_info(query: str) -> dict: # Search Mem0 results = mem0_client.search( query, - user_id=USER_ID, + filters={"user_id": USER_ID}, top_k=5, threshold=0.7 # Higher threshold for more relevant results ) diff --git a/docs/cookbooks/integrations/openai-tool-calls.mdx b/docs/cookbooks/integrations/openai-tool-calls.mdx index 4e437cda3..1b492d643 100644 --- a/docs/cookbooks/integrations/openai-tool-calls.mdx +++ b/docs/cookbooks/integrations/openai-tool-calls.mdx @@ -53,34 +53,12 @@ async function addUserPreferences() { await addUserPreferences(); ``` -```json Output (Memories) - [ - { - "id": "ff9f3367-9e83-415d-b9c5-dc8befd9a4b4", - "data": { "memory": "Loves BMW, Audi, and Porsche" }, - "event": "ADD" - }, - { - "id": "04172ce6-3d7b-45a3-b4a1-ee9798593cb4", - "data": { "memory": "Hates Mercedes" }, - "event": "ADD" - }, - { - "id": "db363a5d-d258-4953-9e4c-777c120de34d", - "data": { "memory": "Loves red cars and maroon cars" }, - "event": "ADD" - }, - { - "id": "5519aaad-a2ac-4c0d-81d7-0d55c6ecdba8", - "data": { "memory": "Has a budget of 120K to 150K USD" }, - "event": "ADD" - }, - { - "id": "523b7693-7344-4563-922f-5db08edc8634", - "data": { "memory": "Likes Audi the most" }, - "event": "ADD" - } -] +```json Output +{ + "message": "Memory processing has been queued for background execution", + "status": "PENDING", + "event_id": "9f8c2b1a-4e7d-4c3a-9b21-1a2b3c4d5e6f" +} ``` ## Retrieving Memories @@ -88,7 +66,7 @@ await addUserPreferences(); Search for relevant memories based on the current user input: ```javascript -const relevantMemories = await mem0Client.search(userInput, { userId: USER_ID }); +const relevantMemories = await mem0Client.search(userInput, { filters: { user_id: USER_ID } }); ``` ## Structured Responses with Zod @@ -194,7 +172,7 @@ async function main(memory = false) { // Search for relevant memories let relevantMemories = [] if (memory) { - relevantMemories = await mem0Client.search(input, { userId: USER_ID }); + relevantMemories = await mem0Client.search(input, { filters: { user_id: USER_ID } }); } const response = await openAIClient.responses.create({ diff --git a/docs/cookbooks/integrations/tavily-search.mdx b/docs/cookbooks/integrations/tavily-search.mdx index b0b861add..4bfc9200d 100644 --- a/docs/cookbooks/integrations/tavily-search.mdx +++ b/docs/cookbooks/integrations/tavily-search.mdx @@ -4,8 +4,6 @@ description: "Blend Tavily's realtime results with personal context stored in Me --- - - Imagine asking a search assistant for "coffee shops nearby" and instead of generic results, it shows remote-work-friendly cafes with great WiFi in your city because it remembers you mentioned working remotely before. Or when you search for "lunchbox ideas for kids" it knows you have a 7-year-old daughter and recommends peanut-free options that align with her allergy. That's what we are going to build today, a Personalized Search Assistant powered by Mem0 for memory and [Tavily](https://tavily.com) for real-time search. diff --git a/docs/cookbooks/operations/content-writing.mdx b/docs/cookbooks/operations/content-writing.mdx index 741cc77ca..fde7a24cb 100644 --- a/docs/cookbooks/operations/content-writing.mdx +++ b/docs/cookbooks/operations/content-writing.mdx @@ -217,8 +217,7 @@ def apply_writing_style(original_content): results = memory.search( query="What are my writing style preferences?", - user_id=USER_ID, - run_id=RUN_ID, + filters={"user_id": USER_ID, "run_id": RUN_ID}, ) if not results: diff --git a/docs/cookbooks/operations/email-automation.mdx b/docs/cookbooks/operations/email-automation.mdx index 849ebb59f..69fa854ad 100644 --- a/docs/cookbooks/operations/email-automation.mdx +++ b/docs/cookbooks/operations/email-automation.mdx @@ -314,18 +314,16 @@ class EmailProcessor: user_id (str): User identifier sender (str, optional): Filter by sender email address """ - # In OSS, user_id is an explicit parameter (not inside filters) if not sender: results = self.memory.search( query=query, - user_id=user_id, - filters={"memory_category": "email"}, + filters={"user_id": user_id, "memory_category": "email"}, ) else: results = self.memory.search( query=query, - user_id=user_id, filters={ + "user_id": user_id, "AND": [ {"memory_category": "email"}, {"sender": sender}, @@ -343,10 +341,9 @@ class EmailProcessor: subject (str): Email subject to match user_id (str): User identifier """ - # In OSS, user_id is an explicit parameter thread = self.memory.get_all( - user_id=user_id, filters={ + "user_id": user_id, "AND": [ {"memory_category": "email"}, {"subject": {"icontains": subject}}, diff --git a/docs/cookbooks/operations/support-inbox.mdx b/docs/cookbooks/operations/support-inbox.mdx index 549848046..08db89f22 100644 --- a/docs/cookbooks/operations/support-inbox.mdx +++ b/docs/cookbooks/operations/support-inbox.mdx @@ -57,7 +57,7 @@ class CustomerSupportAIAgent: """ # Start a streaming chat completion request to the AI stream = self.client.chat.completions.create( - model="gpt-4", + model="gpt-5-mini", stream=True, messages=[ {"role": "system", "content": "You are a customer support AI agent."},