diff --git a/web/app/components/workflow/nodes/_base/components/workflow-panel/index.tsx b/web/app/components/workflow/nodes/_base/components/workflow-panel/index.tsx
index 32bd08a7a8..03521c847d 100644
--- a/web/app/components/workflow/nodes/_base/components/workflow-panel/index.tsx
+++ b/web/app/components/workflow/nodes/_base/components/workflow-panel/index.tsx
@@ -8,6 +8,7 @@ import {
   useCallback,
   useEffect,
   useMemo,
+  useState,
 } from 'react'
 import {
   RiCloseLine,
@@ -74,7 +75,7 @@ const BasePanel: FC<BasePanelProps> = ({
   const { showMessageLogModal } = useAppStore(useShallow(state => ({
     showMessageLogModal: state.showMessageLogModal,
   })))
-    const isSingleRunning = data._singleRunningStatus === NodeRunningStatus.Running
+  const isSingleRunning = data._singleRunningStatus === NodeRunningStatus.Running
 
   const showSingleRunPanel = useStore(s => s.showSingleRunPanel)
   const workflowCanvasWidth = useStore(s => s.workflowCanvasWidth)
@@ -146,6 +147,19 @@ const BasePanel: FC<BasePanelProps> = ({
   const isSupportSingleRun = canRunBySingle(data.type, isChildNode)
   const appDetail = useAppStore(state => state.appDetail)
 
+  const [hasClickRunning, setHasClickRunning] = useState(false)
+  const [isPaused, setIsPaused] = useState(false)
+  useEffect(() => {
+    if(data._singleRunningStatus === NodeRunningStatus.Running) {
+      setHasClickRunning(true)
+      setIsPaused(false)
+    }
+    else if(data._singleRunningStatus === undefined) {
+      setIsPaused(true)
+      setHasClickRunning(false)
+    }
+  }, [data._singleRunningStatus])
+
   const {
     isShowSingleRun,
     hideSingleRun,
@@ -170,8 +184,13 @@ const BasePanel: FC<BasePanelProps> = ({
     id,
     data,
     defaultRunInputData: NODES_EXTRA_DATA[data.type]?.defaultRunInputData || {},
+    isPaused,
   })
 
+  useEffect(() => {
+    setIsPaused(false)
+  }, [tabType])
+
   const logParams = useLogs()
   const passedLogParams = (() => {
     if ([BlockEnum.Tool, BlockEnum.Agent, BlockEnum.Iteration, BlockEnum.Loop].includes(data.type))
@@ -380,6 +399,7 @@ const BasePanel: FC<BasePanelProps> = ({
             onSingleRunClicked={handleSingleRun}
             nodeInfo={nodeInfo}
             singleRunResult={runResult!}
+            isPaused={isPaused}
             {...passedLogParams}
           />
         )}
diff --git a/web/app/components/workflow/nodes/_base/components/workflow-panel/last-run/index.tsx b/web/app/components/workflow/nodes/_base/components/workflow-panel/last-run/index.tsx
index dfbea26ce2..111d6c8393 100644
--- a/web/app/components/workflow/nodes/_base/components/workflow-panel/last-run/index.tsx
+++ b/web/app/components/workflow/nodes/_base/components/workflow-panel/last-run/index.tsx
@@ -18,6 +18,7 @@ type Props = {
   runningStatus?: NodeRunningStatus
   onSingleRunClicked: () => void
   singleRunResult?: NodeTracing
+  isPaused?: boolean
 } & Partial<ResultPanelProps>
 
 const LastRun: FC<Props> = ({
@@ -29,6 +30,7 @@ const LastRun: FC<Props> = ({
   runningStatus: oneStepRunRunningStatus,
   onSingleRunClicked,
   singleRunResult,
+  isPaused,
   ...otherResultPanelProps
 }) => {
   const isOneStepRunSucceed = oneStepRunRunningStatus === NodeRunningStatus.Succeeded
@@ -36,10 +38,13 @@ const LastRun: FC<Props> = ({
   const canRunLastRun = !isRunAfterSingleRun || isOneStepRunSucceed || isOneStepRunFailed
   const { data: lastRunResult, isFetching, error } = useLastRun(appId, nodeId, canRunLastRun)
   const isRunning = useMemo(() => {
+    if(isPaused)
+      return false
+
     if(!isRunAfterSingleRun)
       return isFetching
     return [NodeRunningStatus.Running, NodeRunningStatus.NotStart].includes(oneStepRunRunningStatus!)
-  }, [isFetching, isRunAfterSingleRun, oneStepRunRunningStatus])
+  }, [isFetching, isPaused, isRunAfterSingleRun, oneStepRunRunningStatus])
 
   const noLastRun = (error as any)?.status === 404
   const runResult = (canRunLastRun ? lastRunResult : singleRunResult) || {}
@@ -64,6 +69,7 @@ const LastRun: FC<Props> = ({
       <ResultPanel
         {...runResult as any}
         {...otherResultPanelProps}
+        status={isPaused ? NodeRunningStatus.Stopped : ((runResult as any).status || otherResultPanelProps.status)}
         total_tokens={(runResult as any)?.execution_metadata?.total_tokens || otherResultPanelProps?.total_tokens}
         created_by={(runResult as any)?.created_by_account?.created_by || otherResultPanelProps?.created_by}
         nodeInfo={nodeInfo}
diff --git a/web/app/components/workflow/nodes/_base/hooks/use-one-step-run.ts b/web/app/components/workflow/nodes/_base/hooks/use-one-step-run.ts
index 871a97bbc5..648f0c70f2 100644
--- a/web/app/components/workflow/nodes/_base/hooks/use-one-step-run.ts
+++ b/web/app/components/workflow/nodes/_base/hooks/use-one-step-run.ts
@@ -78,6 +78,7 @@ export type Params<T> = {
   iteratorInputKey?: string
   loopInputKey?: string
   isRunAfterSingleRun: boolean
+  isPaused: boolean
 }
 
 const varTypeToInputVarType = (type: VarType, {
@@ -111,6 +112,7 @@ const useOneStepRun = <T>({
   iteratorInputKey,
   loopInputKey,
   isRunAfterSingleRun,
+  isPaused,
 }: Params<T>) => {
   const { t } = useTranslation()
   const { getBeforeNodesInSameBranch, getBeforeNodesInSameBranchIncludeParent } = useWorkflow() as any
@@ -173,8 +175,14 @@ const useOneStepRun = <T>({
     invalidateConversationVarValues,
   } = useInspectVarsCrud()
   const runningStatus = data._singleRunningStatus || NodeRunningStatus.NotStart
-  const isPaused = !data._isSingleRun
+  const isPausedRef = useRef(isPaused)
+  useEffect(() => {
+    isPausedRef.current = isPaused
+  }, [isPaused])
+
   const setRunResult = useCallback(async (data: NodeRunResult | null) => {
+    const isPaused = isPausedRef.current
+
     // The backend don't support pause the single run, so the frontend handle the pause state.
     if(isPaused)
       return
@@ -196,7 +204,7 @@ const useOneStepRun = <T>({
         invalidateSysVarValues()
       invalidateConversationVarValues() // loop, iteration, variable assigner node can update the conversation variables, but to simple the logic(some nodes may also can update in the future), all nodes refresh.
     }
-  }, [isPaused, isRunAfterSingleRun, runningStatus, appId, id, store, appendNodeInspectVars, invalidLastRun, isStartNode, invalidateSysVarValues, invalidateConversationVarValues])
+  }, [isRunAfterSingleRun, runningStatus, appId, id, store, appendNodeInspectVars, invalidLastRun, isStartNode, invalidateSysVarValues, invalidateConversationVarValues])
 
   const { handleNodeDataUpdate }: { handleNodeDataUpdate: (data: any) => void } = useNodeDataUpdate()
   const setNodeRunning = () => {
@@ -303,6 +311,8 @@ const useOneStepRun = <T>({
           {
             onWorkflowStarted: noop,
             onWorkflowFinished: (params) => {
+              if(isPausedRef.current)
+                return
               handleNodeDataUpdate({
                 id,
                 data: {
@@ -380,6 +390,8 @@ const useOneStepRun = <T>({
               setIterationRunResult(newIterationRunResult)
             },
             onError: () => {
+              if(isPausedRef.current)
+                return
               handleNodeDataUpdate({
                 id,
                 data: {
@@ -402,6 +414,8 @@ const useOneStepRun = <T>({
           {
             onWorkflowStarted: noop,
             onWorkflowFinished: (params) => {
+              if(isPausedRef.current)
+                return
               handleNodeDataUpdate({
                 id,
                 data: {
@@ -480,6 +494,8 @@ const useOneStepRun = <T>({
               setLoopRunResult(newLoopRunResult)
             },
             onError: () => {
+              if(isPausedRef.current)
+                return
               handleNodeDataUpdate({
                 id,
                 data: {
@@ -500,6 +516,8 @@ const useOneStepRun = <T>({
       hasError = true
       invalidLastRun()
       if (!isIteration && !isLoop) {
+        if(isPausedRef.current)
+          return
         handleNodeDataUpdate({
           id,
           data: {
@@ -512,7 +530,7 @@ const useOneStepRun = <T>({
       }
     }
     finally {
-      if (!isIteration && !isLoop && res) {
+      if (!isPausedRef.current && !isIteration && !isLoop && res) {
         setRunResult({
           ...res,
           total_tokens: res.execution_metadata?.total_tokens || 0,
@@ -520,7 +538,12 @@ const useOneStepRun = <T>({
         })
       }
     }
+    if(isPausedRef.current)
+      return
+
     if (!isIteration && !isLoop && !hasError) {
+      if(isPausedRef.current)
+        return
       handleNodeDataUpdate({
         id,
         data: {
diff --git a/web/app/components/workflow/types.ts b/web/app/components/workflow/types.ts
index 3a3dca4763..fd710f7772 100644
--- a/web/app/components/workflow/types.ts
+++ b/web/app/components/workflow/types.ts
@@ -329,6 +329,7 @@ export enum NodeRunningStatus {
   Failed = 'failed',
   Exception = 'exception',
   Retry = 'retry',
+  Stopped = 'stopped',
 }
 
 export type OnNodeAdd = (