diff --git a/api/app/core/workflow/adapters/dify/converter.py b/api/app/core/workflow/adapters/dify/converter.py
index ad9312e1..9daa71cc 100644
--- a/api/app/core/workflow/adapters/dify/converter.py
+++ b/api/app/core/workflow/adapters/dify/converter.py
@@ -81,6 +81,7 @@ class DifyConverter(BaseConverter):
             NodeType.START: self.convert_start_node_config,
             NodeType.LLM: self.convert_llm_node_config,
             NodeType.END: self.convert_end_node_config,
+            NodeType.OUTPUT: self.convert_output_node_config,
             NodeType.IF_ELSE: self.convert_if_else_node_config,
             NodeType.LOOP: self.convert_loop_node_config,
             NodeType.ITERATION: self.convert_iteration_node_config,
@@ -174,12 +175,20 @@ class DifyConverter(BaseConverter):
             "file": VariableType.FILE,
             "paragraph": VariableType.STRING,
             "text-input": VariableType.STRING,
+            "string": VariableType.STRING,
             "number": VariableType.NUMBER,
-            "checkbox": VariableType.BOOLEAN,
-            "file-list": VariableType.ARRAY_FILE,
-            "select": VariableType.STRING,
             "integer": VariableType.NUMBER,
             "float": VariableType.NUMBER,
+            "checkbox": VariableType.BOOLEAN,
+            "boolean": VariableType.BOOLEAN,
+            "object": VariableType.OBJECT,
+            "file-list": VariableType.ARRAY_FILE,
+            "array[string]": VariableType.ARRAY_STRING,
+            "array[number]": VariableType.ARRAY_NUMBER,
+            "array[boolean]": VariableType.ARRAY_BOOLEAN,
+            "array[object]": VariableType.ARRAY_OBJECT,
+            "array[file]": VariableType.ARRAY_FILE,
+            "select": VariableType.STRING,
         }
         var_type = type_map.get(source_type, source_type)
         return var_type
@@ -274,7 +283,18 @@ class DifyConverter(BaseConverter):
     def convert_start_node_config(self, node: dict) -> dict:
         node_data = node["data"]
         start_vars = []
-        for var in node_data["variables"]:
+        # workflow mode 用 user_input_form，advanced-chat 用 variables
+        raw_vars = node_data.get("variables") or []
+        if not raw_vars:
+            for form_item in node_data.get("user_input_form") or []:
+                # 每个 form_item 是 {"text-input": {...}} 或 {"paragraph": {...}} 等
+                for input_type, var in form_item.items():
+                    var["type"] = input_type
+                    var.setdefault("variable", var.get("variable", ""))
+                    var.setdefault("required", var.get("required", False))
+                    var.setdefault("label", var.get("label", ""))
+                    raw_vars.append(var)
+        for var in raw_vars:
             var_type = self.variable_type_map(var["type"])
             if not var_type:
                 self.errors.append(
@@ -404,6 +424,19 @@ class DifyConverter(BaseConverter):
         self.config_validate(node["id"], node["data"]["title"], EndNodeConfig, result)
         return result
 
+    def convert_output_node_config(self, node: dict) -> dict:
+        node_data = node["data"]
+        outputs = []
+        for item in node_data.get("outputs", []):
+            value_selector = item.get("value_selector") or []
+            var_type = self.variable_type_map(item.get("value_type", "string")) or VariableType.STRING
+            outputs.append({
+                "name": item.get("variable") or item.get("name", ""),
+                "type": var_type,
+                "value": self._process_list_variable_literal(value_selector) or "",
+            })
+        return {"outputs": outputs}
+
     def convert_if_else_node_config(self, node: dict) -> dict:
         node_data = node["data"]
         cases = []
diff --git a/api/app/core/workflow/adapters/dify/dify_adapter.py b/api/app/core/workflow/adapters/dify/dify_adapter.py
index c699f877..ec33cc71 100644
--- a/api/app/core/workflow/adapters/dify/dify_adapter.py
+++ b/api/app/core/workflow/adapters/dify/dify_adapter.py
@@ -30,6 +30,7 @@ class DifyAdapter(BasePlatformAdapter, DifyConverter):
         "start": NodeType.START,
         "llm": NodeType.LLM,
         "answer": NodeType.END,
+        "end": NodeType.OUTPUT,
         "if-else": NodeType.IF_ELSE,
         "loop-start": NodeType.CYCLE_START,
         "iteration-start": NodeType.CYCLE_START,
@@ -86,13 +87,6 @@ class DifyAdapter(BasePlatformAdapter, DifyConverter):
         require_fields = frozenset({'app', 'kind', 'version', 'workflow'})
         if not all(field in self.config for field in require_fields):
             return False
-        if self.config.get("app", {}).get("mode") == "workflow":
-            self.errors.append(ExceptionDefinition(
-                type=ExceptionType.PLATFORM,
-                detail="workflow mode is not supported"
-            ))
-            return False
-
         for node in self.origin_nodes:
             if not self._valid_nodes(node):
                 return False
@@ -114,7 +108,11 @@ class DifyAdapter(BasePlatformAdapter, DifyConverter):
             if edge:
                 self.edges.append(edge)
 
-        for variable in self.config.get("workflow").get("conversation_variables"):
+        mode = self.config.get("app", {}).get("mode", "advanced-chat")
+        conv_variables = self.config.get("workflow").get("conversation_variables") or []
+        if mode == "workflow":
+            conv_variables = []
+        for variable in conv_variables:
             con_var = self._convert_variable(variable)
             if variable:
                 self.conv_variables.append(con_var)
diff --git a/api/app/core/workflow/adapters/memory_bear/memory_bear_converter.py b/api/app/core/workflow/adapters/memory_bear/memory_bear_converter.py
index 0f44ad72..8c0c1e00 100644
--- a/api/app/core/workflow/adapters/memory_bear/memory_bear_converter.py
+++ b/api/app/core/workflow/adapters/memory_bear/memory_bear_converter.py
@@ -24,6 +24,7 @@ from app.core.workflow.nodes.configs import (
     NoteNodeConfig,
     ListOperatorNodeConfig,
     DocExtractorNodeConfig,
+    OutputNodeConfig,
 )
 from app.core.workflow.nodes.enums import NodeType
 
@@ -36,6 +37,7 @@ class MemoryBearConverter(BaseConverter):
         NodeType.START: StartNodeConfig,
         NodeType.END: EndNodeConfig,
         NodeType.ANSWER: EndNodeConfig,
+        NodeType.OUTPUT: OutputNodeConfig,
         NodeType.LLM: LLMNodeConfig,
         NodeType.AGENT: AgentNodeConfig,
         NodeType.IF_ELSE: IfElseNodeConfig,
diff --git a/api/app/core/workflow/engine/graph_builder.py b/api/app/core/workflow/engine/graph_builder.py
index e0bdebf3..5ecf41d2 100644
--- a/api/app/core/workflow/engine/graph_builder.py
+++ b/api/app/core/workflow/engine/graph_builder.py
@@ -21,6 +21,7 @@ from app.core.workflow.nodes import NodeFactory
 from app.core.workflow.nodes.enums import NodeType, BRANCH_NODES
 from app.core.workflow.utils.expression_evaluator import evaluate_condition
 from app.core.workflow.validator import WorkflowValidator
+from app.core.workflow.variable.base_variable import VariableType
 
 logger = logging.getLogger(__name__)
 
@@ -144,7 +145,7 @@ class GraphBuilder:
                     (node_info["id"], node_info["branch"])
                 )
             else:
-                if self.get_node_type(node_info["id"]) == NodeType.END:
+                if self.get_node_type(node_info["id"]) in (NodeType.END, NodeType.OUTPUT):
                     output_nodes.append(node_info["id"])
                 non_branch_nodes.append(node_info["id"])
 
@@ -187,7 +188,17 @@ class GraphBuilder:
         for end_node in self.end_nodes:
             end_node_id = end_node.get("id")
             config = end_node.get("config", {})
-            output = config.get("output")
+            node_type = end_node.get("type")
+
+            # Output node: STRING type items participate in streaming text output
+            if node_type == NodeType.OUTPUT:
+                outputs_list = config.get("outputs", [])
+                output = "\n".join(
+                    item.get("value", "") for item in outputs_list
+                    if item.get("value") and item.get("type", VariableType.STRING) == VariableType.STRING
+                ) or None
+            else:
+                output = config.get("output")
 
             # Skip End nodes without output configuration
             if not output:
@@ -515,7 +526,7 @@ class GraphBuilder:
         self.end_nodes = [
             node
             for node in self.nodes
-            if node.get("type") == "end" and node.get("id") in self.reachable_nodes
+            if node.get("type") in ("end", "output") and node.get("id") in self.reachable_nodes
         ]
         self._build_adj()
         self._find_upstream_activation_dep: Callable = lru_cache(
diff --git a/api/app/core/workflow/executor.py b/api/app/core/workflow/executor.py
index 0a820826..6ac48ede 100644
--- a/api/app/core/workflow/executor.py
+++ b/api/app/core/workflow/executor.py
@@ -258,6 +258,21 @@ class WorkflowExecutor:
             end_time = datetime.datetime.now()
             elapsed_time = (end_time - start_time).total_seconds()
 
+            # For output nodes, collect structured results from variable_pool and serialize to JSON
+            output_node_ids = [
+                node["id"] for node in self.workflow_config.get("nodes", [])
+                if node.get("type") == "output"
+            ]
+            if output_node_ids:
+                structured_output = {}
+                for node_id in output_node_ids:
+                    node_output = self.variable_pool.get_node_output(node_id, default=None, strict=False)
+                    if node_output:
+                        structured_output.update(node_output)
+                final_output = structured_output if structured_output else full_content
+            else:
+                final_output = full_content
+
             # Append messages for user and assistant
             if input_data.get("files"):
                 result["messages"].extend(
@@ -301,7 +316,7 @@ class WorkflowExecutor:
                     self.execution_context,
                     self.variable_pool,
                     elapsed_time,
-                    full_content,
+                    final_output,
                     success=True)
             }
 
diff --git a/api/app/core/workflow/nodes/configs.py b/api/app/core/workflow/nodes/configs.py
index 5ec029cc..352e6f2a 100644
--- a/api/app/core/workflow/nodes/configs.py
+++ b/api/app/core/workflow/nodes/configs.py
@@ -26,6 +26,7 @@ from app.core.workflow.nodes.variable_aggregator.config import VariableAggregato
 from app.core.workflow.nodes.notes.config import NoteNodeConfig
 from app.core.workflow.nodes.list_operator.config import ListOperatorNodeConfig
 from app.core.workflow.nodes.document_extractor.config import DocExtractorNodeConfig
+from app.core.workflow.nodes.output.config import OutputNodeConfig
 
 __all__ = [
     # 基础类
@@ -54,4 +55,5 @@ __all__ = [
     "NoteNodeConfig",
     "ListOperatorNodeConfig",
     "DocExtractorNodeConfig",
+    "OutputNodeConfig"
 ]
diff --git a/api/app/core/workflow/nodes/enums.py b/api/app/core/workflow/nodes/enums.py
index bd0d8426..0c0e8fb8 100644
--- a/api/app/core/workflow/nodes/enums.py
+++ b/api/app/core/workflow/nodes/enums.py
@@ -25,6 +25,7 @@ class NodeType(StrEnum):
     MEMORY_WRITE = "memory-write"
     DOCUMENT_EXTRACTOR = "document-extractor"
     LIST_OPERATOR = "list-operator"
+    OUTPUT = "output"
 
     UNKNOWN = "unknown"
     NOTES = "notes"
diff --git a/api/app/core/workflow/nodes/llm/node.py b/api/app/core/workflow/nodes/llm/node.py
index db7f1009..352e735d 100644
--- a/api/app/core/workflow/nodes/llm/node.py
+++ b/api/app/core/workflow/nodes/llm/node.py
@@ -5,7 +5,6 @@ LLM 节点实现
 """
 
 import logging
-import re
 from typing import Any
 
 from langchain_core.messages import AIMessage
@@ -81,7 +80,7 @@ class LLMNode(BaseNode):
 
     def _render_context(self, message: str, variable_pool: VariablePool):
         context = f"<context>{self._render_template(self.typed_config.context, variable_pool)}</context>"
-        return re.sub(r"{{context}}", context, message)
+        return message.replace("{{context}}", context)
 
     async def _prepare_llm(
             self,
diff --git a/api/app/core/workflow/nodes/node_factory.py b/api/app/core/workflow/nodes/node_factory.py
index 1dfcce74..bd1a80a3 100644
--- a/api/app/core/workflow/nodes/node_factory.py
+++ b/api/app/core/workflow/nodes/node_factory.py
@@ -28,6 +28,7 @@ from app.core.workflow.nodes.breaker import BreakNode
 from app.core.workflow.nodes.tool import ToolNode
 from app.core.workflow.nodes.document_extractor import DocExtractorNode
 from app.core.workflow.nodes.list_operator import ListOperatorNode
+from app.core.workflow.nodes.output import OutputNode
 
 logger = logging.getLogger(__name__)
 
@@ -53,7 +54,8 @@ WorkflowNode = Union[
     MemoryWriteNode,
     CodeNode,
     DocExtractorNode,
-    ListOperatorNode
+    ListOperatorNode,
+    OutputNode
 ]
 
 
@@ -86,7 +88,8 @@ class NodeFactory:
         NodeType.MEMORY_WRITE: MemoryWriteNode,
         NodeType.CODE: CodeNode,
         NodeType.DOCUMENT_EXTRACTOR: DocExtractorNode,
-        NodeType.LIST_OPERATOR: ListOperatorNode
+        NodeType.LIST_OPERATOR: ListOperatorNode,
+        NodeType.OUTPUT: OutputNode,
     }
 
     @classmethod
diff --git a/api/app/core/workflow/nodes/output/__init__.py b/api/app/core/workflow/nodes/output/__init__.py
new file mode 100644
index 00000000..911e3fa1
--- /dev/null
+++ b/api/app/core/workflow/nodes/output/__init__.py
@@ -0,0 +1,4 @@
+from app.core.workflow.nodes.output.node import OutputNode
+from app.core.workflow.nodes.output.config import OutputNodeConfig
+
+__all__ = ["OutputNode", "OutputNodeConfig"]
diff --git a/api/app/core/workflow/nodes/output/config.py b/api/app/core/workflow/nodes/output/config.py
new file mode 100644
index 00000000..bfb59995
--- /dev/null
+++ b/api/app/core/workflow/nodes/output/config.py
@@ -0,0 +1,14 @@
+from typing import Any
+from pydantic import Field
+from app.core.workflow.nodes.base_config import BaseNodeConfig
+from app.core.workflow.variable.base_variable import VariableType
+
+
+class OutputItemConfig(BaseNodeConfig):
+    name: str
+    type: VariableType = VariableType.STRING
+    value: Any = ""
+
+
+class OutputNodeConfig(BaseNodeConfig):
+    outputs: list[OutputItemConfig] = Field(default_factory=list)
diff --git a/api/app/core/workflow/nodes/output/node.py b/api/app/core/workflow/nodes/output/node.py
new file mode 100644
index 00000000..4f89a925
--- /dev/null
+++ b/api/app/core/workflow/nodes/output/node.py
@@ -0,0 +1,49 @@
+"""
+Output 节点实现
+
+工作流的输出节点（类似 Dify workflow 的 end 节点），
+用于定义工作流的最终输出变量，不产生流式输出。
+"""
+
+import logging
+from typing import Any
+
+from app.core.workflow.engine.state_manager import WorkflowState
+from app.core.workflow.engine.variable_pool import VariablePool
+from app.core.workflow.nodes.base_node import BaseNode
+from app.core.workflow.variable.base_variable import VariableType
+
+logger = logging.getLogger(__name__)
+
+
+class OutputNode(BaseNode):
+    """
+    Output 节点
+
+    工作流的输出节点，收集并输出指定变量的值。
+    """
+
+    def _output_types(self) -> dict[str, VariableType]:
+        outputs = self.config.get("outputs", [])
+        return {
+            item["name"]: VariableType(item.get("type", VariableType.STRING))
+            for item in outputs if item.get("name")
+        }
+
+    async def execute(self, state: WorkflowState, variable_pool: VariablePool) -> dict[str, Any]:
+        outputs = self.config.get("outputs", [])
+        result = {}
+        for item in outputs:
+            name = item.get("name")
+            if not name:
+                continue
+            var_type = VariableType(item.get("type", VariableType.STRING))
+            value = item.get("value", "")
+            if var_type == VariableType.STRING:
+                result[name] = self._render_template(str(value), variable_pool, strict=False)
+            elif isinstance(value, str) and value.strip().startswith("{{") and value.strip().endswith("}}"):
+                selector = value.strip()[2:-2].strip()
+                result[name] = variable_pool.get_value(selector, default=None, strict=False)
+            else:
+                result[name] = value
+        return result
diff --git a/api/app/core/workflow/validator.py b/api/app/core/workflow/validator.py
index 7aa107cf..962291d4 100644
--- a/api/app/core/workflow/validator.py
+++ b/api/app/core/workflow/validator.py
@@ -132,10 +132,10 @@ class WorkflowValidator:
                 errors.append(f"工作流只能有一个 start 节点，当前有 {len(start_nodes)} 个")
 
             if index == len(graphs) - 1:
-                # 2. 验证 主图end 节点（至少一个）
-                end_nodes = [n for n in nodes if n.get("type") == NodeType.END]
+                # 2. 验证 主图end 节点（至少一个，output 节点也可作为终止节点）
+                end_nodes = [n for n in nodes if n.get("type") in [NodeType.END, NodeType.OUTPUT]]
                 if len(end_nodes) == 0:
-                    errors.append("工作流必须至少有一个 end 节点")
+                    errors.append("工作流必须至少有一个 end 节点 或 output 节点")
 
             # 3. 验证节点 ID 唯一性
             node_ids = [n.get("id") for n in nodes if n.get("type") != NodeType.NOTES]