diff --git a/backend/app/main_graph/nodes/__init__.py b/backend/app/main_graph/nodes/__init__.py
index 9401c40..ed5cc91 100644
--- a/backend/app/main_graph/nodes/__init__.py
+++ b/backend/app/main_graph/nodes/__init__.py
@@ -2,18 +2,42 @@
 主图节点模块导出
 """
 
-from .router import should_continue
+# 新的 React 模式节点
+from .react_nodes import (
+    init_state_node,
+    react_reason_node,
+    web_search_node,
+    error_handling_node,
+    route_by_reasoning
+)
 from .llm_call import create_llm_call_node
-from .tool_call import create_tool_call_node
+from .rag_nodes import rag_retrieve_node
+
+# 记忆节点（已更新到 MainGraphState）
 from .retrieve_memory import create_retrieve_memory_node
+from .memory_trigger import memory_trigger_node, set_mem0_client
 from .summarize import create_summarize_node
 from .finalize import finalize_node
 
+# 路由（已更新到 MainGraphState）
+from .router import should_continue
+
 __all__ = [
-    "should_continue",
+    # React 模式节点
+    "init_state_node",
+    "react_reason_node",
+    "web_search_node",
+    "error_handling_node",
+    "route_by_reasoning",
+    # 通用节点
     "create_llm_call_node",
-    "create_tool_call_node",
+    "rag_retrieve_node",
+    # 记忆节点
     "create_retrieve_memory_node",
+    "memory_trigger_node",
+    "set_mem0_client",
     "create_summarize_node",
     "finalize_node",
+    # 路由
+    "should_continue",
 ]
diff --git a/backend/app/main_graph/nodes/router.py b/backend/app/main_graph/nodes/router.py
index 552dce9..b5fd203 100644
--- a/backend/app/main_graph/nodes/router.py
+++ b/backend/app/main_graph/nodes/router.py
@@ -8,11 +8,11 @@ from langchain_core.messages import AIMessage
 
 # 本地模块
 from app.config import ENABLE_GRAPH_TRACE, MEMORY_SUMMARIZE_INTERVAL
-from app.main_graph.state import MessagesState
+from app.main_graph.state import MainGraphState
 from app.logger import info
 
 
-def should_continue(state: MessagesState) -> Literal['tool_node', 'summarize', 'finalize']:
+def should_continue(state: MainGraphState) -> Literal['tool_node', 'summarize', 'finalize']:
     """
     决定下一步：工具调用、生成摘要还是结束
     
@@ -22,7 +22,7 @@ def should_continue(state: MessagesState) -> Literal['tool_node', 'summarize', '
     Returns:
         下一个节点名称
     """
-    last_message = state["messages"][-1]
+    last_message = state.messages[-1]
 
     # 1. 如果需要调用工具，优先进入工具节点
     if isinstance(last_message, AIMessage) and last_message.tool_calls:
@@ -32,7 +32,7 @@ def should_continue(state: MessagesState) -> Literal['tool_node', 'summarize', '
 
     # 2. 如果是 AI 的最终回复，判断是否达到摘要生成阈值
     if isinstance(last_message, AIMessage):
-        turns = state.get("turns_since_last_summary", 0)
+        turns = state.turns_since_last_summary
         if turns >= MEMORY_SUMMARIZE_INTERVAL:
             if ENABLE_GRAPH_TRACE:
                 info(f"🔀 [路由决策] 收到 AI 最终回复，已达摘要阈值({turns}/{MEMORY_SUMMARIZE_INTERVAL}) → 转向 'summarize'")