diff --git a/plugins/ai_auto_response/core/llm_result_parser.py b/plugins/ai_auto_response/core/llm_result_parser.py
index b45115f..b90a3d9 100644
--- a/plugins/ai_auto_response/core/llm_result_parser.py
+++ b/plugins/ai_auto_response/core/llm_result_parser.py
@@ -10,7 +10,8 @@ class LLMResultParser:
     def sanitize_response(response: str, current_content: str = "") -> str:
         if not response:
             return ""
-        response = response.strip()
+        response = LLMResultParser._unwrap_result_payload(response)
+        response = LLMResultParser._strip_think_blocks(response).strip()
         response = re.sub(r"\n{3,}", "\n\n", response)
         current_content = str(current_content or "").strip()
         if not response:
@@ -26,6 +27,8 @@ class LLMResultParser:
         raw = str(text or "").strip()
         if not raw:
             return None
+        raw = LLMResultParser._unwrap_result_payload(raw)
+        raw = LLMResultParser._strip_think_blocks(raw).strip()
         if raw.startswith("```"):
             raw = re.sub(r"^```[a-zA-Z0-9_]*\s*", "", raw)
             raw = re.sub(r"\s*```$", "", raw)
@@ -144,3 +147,26 @@ class LLMResultParser:
             if "category" in keys:
                 return True
         return False
+
+    @staticmethod
+    def _strip_think_blocks(text: str) -> str:
+        value = str(text or "")
+        value = re.sub(r"<think>.*?</think>", "", value, flags=re.IGNORECASE | re.DOTALL)
+        return value
+
+    @staticmethod
+    def _unwrap_result_payload(text: str) -> str:
+        raw = str(text or "").strip()
+        if not raw.startswith("{") or not raw.endswith("}"):
+            return raw
+        try:
+            data = json.loads(raw)
+        except Exception:
+            return raw
+        if not isinstance(data, dict):
+            return raw
+        for key in ("result_json", "text", "answer", "result"):
+            value = data.get(key)
+            if isinstance(value, str) and value.strip():
+                return value.strip()
+        return raw