fix: add missing _parse_response to AzureOpenAIStructuredLLM (#4434)

Co-authored-by: Matt Van Horn <455140+mvanhorn@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

mem0/llms/azure_openai_structured.py

@@ -1,3 +1,4 @@
+import json
 import os
 from typing import Dict, List, Optional
 
@@ -6,6 +7,7 @@ from openai import AzureOpenAI
 
 from mem0.configs.llms.base import BaseLlmConfig
 from mem0.llms.base import LLMBase
+from mem0.memory.utils import extract_json
 
 SCOPE = "https://cognitiveservices.azure.com/.default"
 
@@ -83,9 +85,35 @@ class AzureOpenAIStructuredLLM(LLMBase):
             params["tools"] = tools
             params["tool_choice"] = tool_choice
 
-        if tools:
-            params["tools"] = tools
-            params["tool_choice"] = tool_choice
-
         response = self.client.chat.completions.create(**params)
         return self._parse_response(response, tools)
+
+    def _parse_response(self, response, tools):
+        """
+        Process the response based on whether tools are used or not.
+
+        Args:
+            response: The raw response from API.
+            tools: The list of tools provided in the request.
+
+        Returns:
+            str or dict: The processed response.
+        """
+        if tools:
+            processed_response = {
+                "content": response.choices[0].message.content,
+                "tool_calls": [],
+            }
+
+            if response.choices[0].message.tool_calls:
+                for tool_call in response.choices[0].message.tool_calls:
+                    processed_response["tool_calls"].append(
+                        {
+                            "name": tool_call.function.name,
+                            "arguments": json.loads(extract_json(tool_call.function.arguments)),
+                        }
+                    )
+
+            return processed_response
+        else:
+            return response.choices[0].message.content