Merge branch 'main' into deploy/dev

# Conflicts:
#	api/core/app/apps/advanced_chat/app_runner.py
#	api/core/app/apps/pipeline/pipeline_generator.py
#	api/core/entities/mcp_provider.py
#	api/core/helper/marketplace.py
#	api/models/workflow.py
#	api/services/tools/tools_transform_service.py
#	api/tasks/document_indexing_task.py
#	api/tests/test_containers_integration_tests/core/__init__.py
#	api/tests/test_containers_integration_tests/tasks/test_document_indexing_task.py
#	dev/start-worker
#	docker/.env.example
#	web/app/components/base/chat/embedded-chatbot/hooks.tsx
#	web/app/components/workflow/hooks/use-workflow.ts
#	web/app/components/workflow/nodes/_base/components/workflow-panel/index.tsx
#	web/global.d.ts
#	web/pnpm-lock.yaml
#	web/service/use-plugins.ts

api/core/tools/__base/tool.py

@@ -210,12 +210,26 @@ class Tool(ABC):
             meta=meta,
         )
 
-    def create_json_message(self, object: dict) -> ToolInvokeMessage:
+    def create_json_message(self, object: dict, suppress_output: bool = False) -> ToolInvokeMessage:
         """
         create a json message
         """
         return ToolInvokeMessage(
-            type=ToolInvokeMessage.MessageType.JSON, message=ToolInvokeMessage.JsonMessage(json_object=object)
+            type=ToolInvokeMessage.MessageType.JSON,
+            message=ToolInvokeMessage.JsonMessage(json_object=object, suppress_output=suppress_output),
+        )
+
+    def create_variable_message(
+        self, variable_name: str, variable_value: Any, stream: bool = False
+    ) -> ToolInvokeMessage:
+        """
+        create a variable message
+        """
+        return ToolInvokeMessage(
+            type=ToolInvokeMessage.MessageType.VARIABLE,
+            message=ToolInvokeMessage.VariableMessage(
+                variable_name=variable_name, variable_value=variable_value, stream=stream
+            ),
         )
 
     def create_variable_message(

api/core/tools/entities/tool_entities.py

@@ -129,6 +129,7 @@ class ToolInvokeMessage(BaseModel):
 
     class JsonMessage(BaseModel):
         json_object: dict
+        suppress_output: bool = Field(default=False, description="Whether to suppress JSON output in result string")
 
     class BlobMessage(BaseModel):
         blob: bytes

api/core/tools/tool_engine.py

@@ -228,29 +228,41 @@ class ToolEngine:
         """
         Handle tool response
         """
-        result = ""
+        parts: list[str] = []
+        json_parts: list[str] = []
+
         for response in tool_response:
             if response.type == ToolInvokeMessage.MessageType.TEXT:
-                result += cast(ToolInvokeMessage.TextMessage, response.message).text
+                parts.append(cast(ToolInvokeMessage.TextMessage, response.message).text)
             elif response.type == ToolInvokeMessage.MessageType.LINK:
-                result += (
+                parts.append(
                     f"result link: {cast(ToolInvokeMessage.TextMessage, response.message).text}."
                     + " please tell user to check it."
                 )
             elif response.type in {ToolInvokeMessage.MessageType.IMAGE_LINK, ToolInvokeMessage.MessageType.IMAGE}:
-                result += (
+                parts.append(
                     "image has been created and sent to user already, "
                     + "you do not need to create it, just tell the user to check it now."
                 )
             elif response.type == ToolInvokeMessage.MessageType.JSON:
-                result += json.dumps(
-                    safe_json_value(cast(ToolInvokeMessage.JsonMessage, response.message).json_object),
-                    ensure_ascii=False,
+                json_message = cast(ToolInvokeMessage.JsonMessage, response.message)
+                if json_message.suppress_output:
+                    continue
+                json_parts.append(
+                    json.dumps(
+                        safe_json_value(cast(ToolInvokeMessage.JsonMessage, response.message).json_object),
+                        ensure_ascii=False,
+                    )
                 )
             else:
-                result += str(response.message)
+                parts.append(str(response.message))
 
-        return result
+        # Add JSON parts, avoiding duplicates from text parts.
+        if json_parts:
+            existing_parts = set(parts)
+            parts.extend(p for p in json_parts if p not in existing_parts)
+
+        return "".join(parts)
 
     @staticmethod
     def _extract_tool_response_binary_and_text(

api/core/tools/workflow_as_tool/tool.py

@@ -117,7 +117,7 @@ class WorkflowTool(Tool):
         self._latest_usage = self._derive_usage_from_result(data)
 
         yield self.create_text_message(json.dumps(outputs, ensure_ascii=False))
-        yield self.create_json_message(outputs)
+        yield self.create_json_message(outputs, suppress_output=True)
 
     @property
     def latest_usage(self) -> LLMUsage: