[docs] Add memory and v2 docs fixup (#3792)

docs/api-reference/memory/add-memories.mdx

@@ -44,13 +44,12 @@ Provide at least one message or direct memory string. Most callers supply `messa
 | --- | --- | --- | --- |
 | `user_id` | string | No* | Associates the memory with a user. Provide when you want the memory scoped to a specific identity. |
 | `messages` | array | No* | Conversation turns for Mem0 to infer memories from. Each object should include `role` and `content`. |
-| `memory` | string | No* | Direct memory text when you do not need inference. |
 | `metadata` | object | Optional | Custom key/value metadata (e.g., `{"topic": "preferences"}`). |
 | `infer` | boolean (default `true`) | Optional | Set to `false` to skip inference and store the provided text as-is. |
 | `async_mode` | boolean (default `true`) | Optional | Controls asynchronous processing. Most clients leave this enabled. |
 | `output_format` | string (default `v1.1`) | Optional | Response format. `v1.1` wraps results in a `results` array. |
 
-> \* Provide either `messages` or `memory` to describe what you are storing. For scoped memories, include `user_id`. You can also attach `agent_id`, `app_id`, `run_id`, `project_id`, or `org_id` to refine ownership.
+> \* Provide at least one `messages` entry to describe what you are storing. For scoped memories, include `user_id`. You can also attach `agent_id`, `app_id`, `run_id`, `project_id`, or `org_id` to refine ownership.
 
 ## Response
 

docs/cookbooks/essentials/entity-partitioning-playbook.mdx

@@ -34,8 +34,7 @@ result = client.add(
     user_id="traveler_cam",
     agent_id="travel_planner",
     run_id="tokyo-2025-weekend",
-    app_id="concierge_app",
+    app_id="concierge_app"
-    version="v2"
 )
 ```
 
@@ -105,8 +104,7 @@ client.add(
     user_id="traveler_cam",
     agent_id="chef_recommender",
     run_id="menu-planning-2025-04",
-    app_id="concierge_app",
+    app_id="concierge_app"
-    version="v2"
 )
 ```
 
@@ -200,8 +198,7 @@ client.add(
     user_id="exec_123",
     agent_id="booking_assistant",
     app_id="enterprise_portal",
-    run_id="trip-2025-03",
+    run_id="trip-2025-03"
-    version="v2"
 )
 
 # Retrieve with the same scope

docs/core-concepts/memory-operations/add.mdx

@@ -70,7 +70,6 @@ messages = [
 client.add(
     messages=messages,
     user_id="alice",
-    
 )
 ```
 
@@ -87,7 +86,7 @@ const messages = [
 await client.add({
   messages,
   user_id: "alice",
-  version: "v2"
+  version: "v2",
 });
 ```
 </CodeGroup>

docs/integrations/pipecat.mdx

@@ -190,7 +190,6 @@ memory = Mem0MemoryService(
     params={
         "search_limit": 5,            # Retrieve up to 5 memories
         "search_threshold": 0.2,      # Higher threshold for more relevant matches
-        "api_version": "v2",          # Mem0 API version
     }
 )
 ```
@@ -219,4 +218,3 @@ memory = Mem0MemoryService(
     Create conversational voice agents
   </Card>
 </CardGroup>
-

docs/platform/features/contextual-add.mdx

@@ -15,7 +15,7 @@ messages = [
     {"role": "assistant", "content": "Great! I'll remember your preference for Italian cuisine."}
 ]
 
-client.add(messages, user_id="user123", version="v2")
+client.add(messages, user_id="user123")
 ```
 
 ```javascript JavaScript
@@ -48,14 +48,14 @@ messages1 = [
     {"role": "user", "content": "Hi, I'm Sarah from New York"},
     {"role": "assistant", "content": "Hello Sarah! Nice to meet you."}
 ]
-client.add(messages1, user_id="sarah", version="v2")
+client.add(messages1, user_id="sarah")
 
 # Later interaction - just send new messages
 messages2 = [
     {"role": "user", "content": "I'm planning a trip to Italy next month"},
     {"role": "assistant", "content": "How exciting! Italy is beautiful this time of year."}
 ]
-client.add(messages2, user_id="sarah", version="v2")
+client.add(messages2, user_id="sarah")
 # Mem0 automatically knows Sarah is from New York and can use this context
 ```
 
@@ -93,7 +93,7 @@ messages = [
     {"role": "assistant", "content": "I've noted your allergies for future reference."}
 ]
 
-client.add(messages, user_id="user123", version="v2")
+client.add(messages, user_id="user123")
 # This allergy info will be available in ALL future interactions
 ```
 
@@ -120,21 +120,21 @@ messages1 = [
     {"role": "user", "content": "I want to plan a 5-day trip to Tokyo"},
     {"role": "assistant", "content": "Perfect! Let's plan your Tokyo adventure."}
 ]
-client.add(messages1, user_id="user123", run_id="tokyo-trip-2024", version="v2")
+client.add(messages1, user_id="user123", run_id="tokyo-trip-2024")
 
 # Later in the same trip planning session
 messages2 = [
     {"role": "user", "content": "I prefer staying near Shibuya"},
     {"role": "assistant", "content": "Great choice! Shibuya is very convenient."}
 ]
-client.add(messages2, user_id="user123", run_id="tokyo-trip-2024", version="v2")
+client.add(messages2, user_id="user123", run_id="tokyo-trip-2024")
 
 # Different session for work project (separate context)
 work_messages = [
     {"role": "user", "content": "Let's discuss the Q4 marketing strategy"},
     {"role": "assistant", "content": "Sure! What are your main goals for Q4?"}
 ]
-client.add(work_messages, user_id="user123", run_id="q4-marketing", version="v2")
+client.add(work_messages, user_id="user123", run_id="q4-marketing")
 ```
 
 ```javascript JavaScript
@@ -176,8 +176,7 @@ messages = [
 # Each support ticket gets its own run_id
 client.add(messages, 
     user_id="customer123", 
-    run_id="ticket-2024-001", 
+    run_id="ticket-2024-001"
-    version="v2"
 )
 ```
   </Tab>
@@ -189,7 +188,7 @@ preference_messages = [
     {"role": "assistant", "content": "Got it! I'll keep your fitness and dietary preferences in mind."}
 ]
 
-client.add(preference_messages, user_id="user456", version="v2")
+client.add(preference_messages, user_id="user456")
 
 # Daily planning session (session-specific)
 planning_messages = [
@@ -199,8 +198,7 @@ planning_messages = [
 
 client.add(planning_messages, 
     user_id="user456", 
-    run_id="daily-plan-2024-01-15", 
+    run_id="daily-plan-2024-01-15"
-    version="v2"
 )
 ```
   </Tab>
@@ -212,7 +210,7 @@ profile_messages = [
     {"role": "assistant", "content": "I'll tailor explanations to help with math concepts."}
 ]
 
-client.add(profile_messages, user_id="student789", version="v2")
+client.add(profile_messages, user_id="student789")
 
 # Specific lesson session
 lesson_messages = [
@@ -222,8 +220,7 @@ lesson_messages = [
 
 client.add(lesson_messages,
     user_id="student789",
-    run_id="algorithms-lesson-1",
+    run_id="algorithms-lesson-1"
-    version="v2"
 )
 ```
   </Tab>
@@ -238,17 +235,17 @@ client.add(lesson_messages,
 
 ### ❌ Don't
 - Send duplicate messages or interaction history
-- Forget to include `version="v2"` parameter
+- Skip identifiers like `user_id` or `run_id` that scope the memory
 - Mix contextual and non-contextual approaches in the same application
 
 ## Troubleshooting
 
 | Issue | Solution |
 |-------|----------|
-| **Context not working** | Ensure you're using `version="v2"` and consistent `user_id` |
+| **Context not working** | Ensure each call uses the same `user_id` / `run_id` combo; version is automatic |
 | **Wrong context retrieved** | Check if you need separate `run_id` values for different interaction topics |
 | **Missing interaction history** | Verify all messages in the interaction thread use the same `user_id` and `run_id` |
 | **Too much irrelevant context** | Use more specific `run_id` values to separate different interaction types |
 
 
-<Snippet file="get-help.mdx" />
+<Snippet file="get-help.mdx" />

docs/platform/features/entity-scoped-memory.mdx

@@ -67,8 +67,7 @@ client.add(
     user_id="teacher_872",
     agent_id="study_planner",
     app_id="district_dashboard",
-    run_id="prep-period-2025-09-02",
+    run_id="prep-period-2025-09-02"
-    version="v2"
 )
 ```
 
@@ -91,8 +90,7 @@ client.add(
     agent_id="travel_planner",
     app_id="concierge_portal",
     run_id="itinerary-2025-apr",
-    metadata={"category": "preferences"},
+    metadata={"category": "preferences"}
-    version="v2"
 )
 ```