diff --git a/api/controllers/console/app/workflow.py b/api/controllers/console/app/workflow.py
index 2f7668566f..500631d2af 100644
--- a/api/controllers/console/app/workflow.py
+++ b/api/controllers/console/app/workflow.py
@@ -980,10 +980,8 @@ class DraftWorkflowTriggerRunApi(Resource):
             )
         except InvokeRateLimitError as ex:
             raise InvokeRateLimitHttpError(ex.description)
-        except ValueError as e:
-            raise e
         except PluginInvokeError as e:
-            raise e
+            raise ValueError(e.to_user_friendly_error())
         except Exception as e:
             logger.exception("Error polling trigger debug event")
             raise e
@@ -1040,11 +1038,8 @@ class DraftWorkflowTriggerNodeApi(Resource):
                     node_id=node_id,
                 )
                 event = poller.poll()
-            except ValueError as e:
-                logger.exception("Error polling trigger debug event")
-                raise e
             except PluginInvokeError as e:
-                raise e
+                raise ValueError(e.to_user_friendly_error())
             except Exception as e:
                 logger.exception("Error polling trigger debug event")
                 raise e
@@ -1119,10 +1114,8 @@ class DraftWorkflowTriggerRunAllApi(Resource):
                 user_id=current_user.id,
                 node_ids=node_ids,
             )
-        except ValueError as e:
-            raise e
         except PluginInvokeError as e:
-            raise e
+            raise ValueError(e.to_user_friendly_error())
         except Exception as e:
             logger.exception("Error polling trigger debug event")
             raise e
diff --git a/api/core/plugin/impl/exc.py b/api/core/plugin/impl/exc.py
index 23a69bd92f..5738c22ced 100644
--- a/api/core/plugin/impl/exc.py
+++ b/api/core/plugin/impl/exc.py
@@ -58,6 +58,20 @@ class PluginInvokeError(PluginDaemonClientSideError):
         except Exception:
             return self.description
 
+    def to_user_friendly_error(self, plugin_name: str = "currently running plugin") -> str:
+        """
+        Convert the error to a user-friendly error message.
+
+        :param plugin_name: The name of the plugin that caused the error.
+        :return: A user-friendly error message.
+        """
+        return (
+            f"An error occurred in the {plugin_name}, "
+            f"please contact the author of {plugin_name} for help, "
+            f"error type: {self.get_error_type()}, "
+            f"error details: {self.get_error_message()}"
+        )
+
 
 class PluginUniqueIdentifierError(PluginDaemonClientSideError):
     description: str = "Unique Identifier Error"
diff --git a/api/core/trigger/trigger_manager.py b/api/core/trigger/trigger_manager.py
index 74b3bb0b92..2dc3abf44a 100644
--- a/api/core/trigger/trigger_manager.py
+++ b/api/core/trigger/trigger_manager.py
@@ -190,7 +190,9 @@ class TriggerManager:
             if e.get_error_type() == "EventIgnoreError":
                 return TriggerInvokeEventResponse(variables={}, cancelled=True)
             logger.exception("Failed to invoke trigger event")
-            raise TriggerPluginInvokeError(description=e.get_error_message()) from e
+            raise TriggerPluginInvokeError(
+                description=e.to_user_friendly_error(plugin_name=provider.entity.identity.name)
+            ) from e
 
     @classmethod
     def subscribe_trigger(
diff --git a/api/core/workflow/nodes/tool/tool_node.py b/api/core/workflow/nodes/tool/tool_node.py
index cd0094f531..792f2d98e3 100644
--- a/api/core/workflow/nodes/tool/tool_node.py
+++ b/api/core/workflow/nodes/tool/tool_node.py
@@ -160,10 +160,7 @@ class ToolNode(Node):
                     status=WorkflowNodeExecutionStatus.FAILED,
                     inputs=parameters_for_log,
                     metadata={WorkflowNodeExecutionMetadataKey.TOOL_INFO: tool_info},
-                    error="An error occurred in the plugin, "
-                    f"please contact the author of {node_data.provider_name} for help, "
-                    f"error type: {e.get_error_type()}, "
-                    f"error details: {e.get_error_message()}",
+                    error=e.to_user_friendly_error(plugin_name=node_data.provider_name),
                     error_type=type(e).__name__,
                 )
             )