diff --git a/api/core/app/workflow/layers/persistence.py b/api/core/app/workflow/layers/persistence.py
index aaa8b4e2dc..fd7c19a71d 100644
--- a/api/core/app/workflow/layers/persistence.py
+++ b/api/core/app/workflow/layers/persistence.py
@@ -464,6 +464,13 @@ class WorkflowPersistenceLayer(GraphEngineLayer):
         node_data["invoke_from"] = self._application_generate_entity.invoke_from.value
         node_data["user_id"] = self._system_variables().get(SystemVariableKey.USER_ID.value)
 
+        # Extract model info from process_data — LLM nodes store provider/model there,
+        if domain_execution.process_data:
+            if mp := domain_execution.process_data.get("model_provider"):
+                node_data["model_provider"] = mp
+            if mn := domain_execution.process_data.get("model_name"):
+                node_data["model_name"] = mn
+
         if domain_execution.node_type.value == "knowledge-retrieval" and domain_execution.outputs:
             results = domain_execution.outputs.get("result") or []
             dataset_ids: list[str] = []
diff --git a/api/core/ops/ops_trace_manager.py b/api/core/ops/ops_trace_manager.py
index a4014111ed..30655374ff 100644
--- a/api/core/ops/ops_trace_manager.py
+++ b/api/core/ops/ops_trace_manager.py
@@ -1183,10 +1183,12 @@ class TraceTask:
             "app_name": app_name,
             "workspace_name": workspace_name,
             "user_id": node_data.get("user_id"),
+            "invoke_from": node_data.get("invoke_from"),
+            "credential_id": node_data.get("credential_id"),
+            "credential_name": credential_name,
             "dataset_ids": node_data.get("dataset_ids"),
             "dataset_names": node_data.get("dataset_names"),
             "plugin_name": node_data.get("plugin_name"),
-            "credential_name": credential_name,
         }
 
         parent_trace_context = node_data.get("parent_trace_context")
@@ -1207,6 +1209,8 @@ class TraceTask:
                 if msg_id:
                     message_id = str(msg_id)
                     metadata["message_id"] = message_id
+            if conversation_id:
+                metadata["conversation_id"] = conversation_id
 
         return WorkflowNodeTraceInfo(
             trace_id=self.trace_id,
diff --git a/api/core/workflow/nodes/tool/tool_node.py b/api/core/workflow/nodes/tool/tool_node.py
index f498a23d13..1d88249fc8 100644
--- a/api/core/workflow/nodes/tool/tool_node.py
+++ b/api/core/workflow/nodes/tool/tool_node.py
@@ -60,6 +60,7 @@ class ToolNode(Node[ToolNodeData]):
         tool_info = {
             "provider_type": self.node_data.provider_type.value,
             "provider_id": self.node_data.provider_id,
+            "tool_name": self.node_data.tool_name,
             "plugin_unique_identifier": self.node_data.plugin_unique_identifier,
             "credential_id": self.node_data.credential_id,
         }