diff --git a/app/agent/__init__.py b/app/agent/__init__.py
index e9e849ae..7c1f31f2 100644
--- a/app/agent/__init__.py
+++ b/app/agent/__init__.py
@@ -98,14 +98,15 @@ class MoviePilotAgent:
             user_id=self.user_id
         )
         if messages:
+            loaded_messages = []
             for msg in messages:
                 if msg.get("role") == "user":
-                    chat_history.add_message(HumanMessage(content=msg.get("content", "")))
+                    loaded_messages.append(HumanMessage(content=msg.get("content", "")))
                 elif msg.get("role") == "agent":
-                    chat_history.add_message(AIMessage(content=msg.get("content", "")))
+                    loaded_messages.append(AIMessage(content=msg.get("content", "")))
                 elif msg.get("role") == "tool_call":
                     metadata = msg.get("metadata", {})
-                    chat_history.add_message(
+                    loaded_messages.append(
                         AIMessage(
                             content=msg.get("content", ""),
                             tool_calls=[
@@ -119,12 +120,18 @@ class MoviePilotAgent:
                     )
                 elif msg.get("role") == "tool_result":
                     metadata = msg.get("metadata", {})
-                    chat_history.add_message(ToolMessage(
+                    loaded_messages.append(ToolMessage(
                         content=msg.get("content", ""),
                         tool_call_id=metadata.get("call_id", "unknown")
                     ))
                 elif msg.get("role") == "system":
-                    chat_history.add_message(SystemMessage(content=msg.get("content", "")))
+                    loaded_messages.append(SystemMessage(content=msg.get("content", "")))
+            
+            # Validate and fix tool call integrity
+            validated_messages = self._ensure_tool_call_integrity(loaded_messages)
+            for msg in validated_messages:
+                chat_history.add_message(msg)
+        
         return chat_history
 
     @staticmethod
@@ -192,13 +199,78 @@ class MoviePilotAgent:
             # 发生错误时返回一个保守的估算值
             return len(str(messages)) // 4
 
+    def _ensure_tool_call_integrity(self, messages: List[Union[HumanMessage, AIMessage, ToolMessage, SystemMessage]]) \
+            -> List[Union[HumanMessage, AIMessage, ToolMessage, SystemMessage]]:
+        """
+        Ensure tool call integrity:
+        1. AIMessage with tool_calls must be followed by corresponding ToolMessages
+        2. Remove incomplete AIMessages (with tool_calls but missing ToolMessage responses) and their partial ToolMessages
+        3. Filter out orphaned ToolMessages that don't correspond to any tool_call
+        """
+        if not messages:
+            return messages
+        
+        validated_messages = []
+        i = 0
+        
+        while i < len(messages):
+            msg = messages[i]
+            
+            # Check if this is an AIMessage with tool_calls
+            if isinstance(msg, AIMessage) and getattr(msg, 'tool_calls', None):
+                # Extract tool_call IDs (ToolCall is a TypedDict, so it's a dict at runtime)
+                tool_call_ids = {
+                    tc.get('id') if tc.get('id') is not None else tc.get('name')
+                    for tc in msg.tool_calls
+                }
+                
+                # Find subsequent ToolMessages
+                j = i + 1
+                found_tool_messages = []
+                while j < len(messages) and isinstance(messages[j], ToolMessage):
+                    found_tool_messages.append(messages[j])
+                    j += 1
+                
+                # Check if all tool_calls have corresponding ToolMessages
+                found_tool_call_ids = {tm.tool_call_id for tm in found_tool_messages}
+                
+                # Warn if there are extra ToolMessages that don't correspond to any tool_call
+                extra_tool_messages = found_tool_call_ids - tool_call_ids
+                if extra_tool_messages:
+                    logger.warning(f"Found extra ToolMessages that don't correspond to any tool_call: {extra_tool_messages}")
+                
+                if not tool_call_ids.issubset(found_tool_call_ids):
+                    # Missing some tool_call responses, skip this AIMessage and all its ToolMessages
+                    logger.warning("Removing incomplete tool_call AIMessage and its partial ToolMessages: missing tool_call responses")
+                    i = j  # Skip the AIMessage and all related ToolMessages
+                    continue
+                else:
+                    # Add the AIMessage and only the ToolMessages that correspond to its tool_calls
+                    validated_messages.append(msg)
+                    for tm in found_tool_messages:
+                        if tm.tool_call_id in tool_call_ids:
+                            validated_messages.append(tm)
+                    i = j
+                    continue
+            # Skip orphaned ToolMessages (not preceded by an AIMessage with tool_calls)
+            elif isinstance(msg, ToolMessage):
+                logger.warning(f"Skipping orphaned ToolMessage with tool_call_id: {msg.tool_call_id}")
+                i += 1
+                continue
+            else:
+                validated_messages.append(msg)
+            
+            i += 1
+        
+        return validated_messages
+
     def _create_agent_executor(self) -> RunnableWithMessageHistory:
         """
         创建Agent执行器
         """
         try:
             # 消息裁剪器，防止上下文超出限制
-            trimmer = trim_messages(
+            base_trimmer = trim_messages(
                 max_tokens=settings.LLM_MAX_CONTEXT_TOKENS * 1000 * 0.8,
                 strategy="last",
                 token_counter=self._token_counter,
@@ -206,6 +278,12 @@ class MoviePilotAgent:
                 allow_partial=False,
                 start_on="human",
             )
+            
+            # 包装trimmer，在裁剪后验证工具调用的完整性
+            def validated_trimmer(messages):
+                trimmed = base_trimmer(messages)
+                return self._ensure_tool_call_integrity(trimmed)
+            
             # 创建Agent执行链
             agent = (
                 RunnablePassthrough.assign(
@@ -214,7 +292,7 @@ class MoviePilotAgent:
                     )
                 )
                 | self.prompt
-                | trimmer
+                | validated_trimmer
                 | self.llm.bind_tools(self.tools)
                 | OpenAIToolsAgentOutputParser()
             )