diff --git a/api/core/workflow/nodes/node_mapping.py b/api/core/workflow/nodes/node_mapping.py
index 67cc884f20..294b47670b 100644
--- a/api/core/workflow/nodes/node_mapping.py
+++ b/api/core/workflow/nodes/node_mapping.py
@@ -73,6 +73,10 @@ NODE_TYPE_CLASSES_MAPPING: Mapping[NodeType, Mapping[str, type[BaseNode]]] = {
     },
     NodeType.TOOL: {
         LATEST_VERSION: ToolNode,
+        # This is an issue that caused problems before.
+        # Logically, we shouldn't use two different versions to point to the same class here,
+        # but in order to maintain compatibility with historical data, this approach has been retained.
+        "2": ToolNode,
         "1": ToolNode,
     },
     NodeType.VARIABLE_AGGREGATOR: {
@@ -122,6 +126,10 @@ NODE_TYPE_CLASSES_MAPPING: Mapping[NodeType, Mapping[str, type[BaseNode]]] = {
     },
     NodeType.AGENT: {
         LATEST_VERSION: AgentNode,
+        # This is an issue that caused problems before.
+        # Logically, we shouldn't use two different versions to point to the same class here,
+        # but in order to maintain compatibility with historical data, this approach has been retained.
+        "2": AgentNode,
         "1": AgentNode,
     },
 }