chore(memory): enhance debugging and memory retrieval robustness

memory_module/memory_integration.py

@@ -58,14 +58,24 @@ In your response, consider the memories above to provide a personalized answer."
     def add_memory(self, messages: List[Dict[str, str]], user_id: str, metadata: Optional[Dict] = None) -> Dict[str, Any]:
         """Add a memory for the user."""
         try:
+            # Debug: Print what we're trying to add
+            print(f"[DEBUG] Adding memory for user {user_id}")
+            print(f"[DEBUG] Messages: {messages}")
+            print(f"[DEBUG] Metadata: {metadata}")
+            
             result = self.memory.add(
                 messages=messages,
                 user_id=user_id,
                 metadata=metadata or {}
             )
+            
+            # Debug: Print the result
+            print(f"[DEBUG] Add memory result: {result}")
             return result
         except Exception as e:
             print(f"[ERROR] Failed to add memory: {e}")
+            import traceback
+            traceback.print_exc()
             return {}
     
     def format_memories_for_prompt(self, memories: List[Any]) -> str:
@@ -157,9 +167,23 @@ In your response, consider the memories above to provide a personalized answer."
             memories = self.memory.get_all(user_id=user_id)
             # Debug: Print the actual format of memories
             print(f"[DEBUG] All memories type: {type(memories)}")
+            print(f"[DEBUG] All memories content: {memories}")
+            
             if isinstance(memories, dict):
-                # Handle dictionary response format
-                memories_list = memories.get("memories", [])
+                # Check for different possible key names
+                if "memories" in memories:
+                    memories_list = memories.get("memories", [])
+                elif "results" in memories:
+                    memories_list = memories.get("results", [])
+                else:
+                    # Try to find any list in the dict
+                    for key, value in memories.items():
+                        if isinstance(value, list):
+                            memories_list = value
+                            break
+                    else:
+                        memories_list = []
+                
                 if memories_list:
                     print(f"[DEBUG] First memory type: {type(memories_list[0])}")
                     print(f"[DEBUG] First memory: {memories_list[0]}")
@@ -172,6 +196,8 @@ In your response, consider the memories above to provide a personalized answer."
                 return []
         except Exception as e:
             print(f"[ERROR] Failed to get all memories: {e}")
+            import traceback
+            traceback.print_exc()
             return []
     
     def delete_memory(self, memory_id: str) -> bool: