diff --git a/frontend/src/components/account/AccountUsageCell.vue b/frontend/src/components/account/AccountUsageCell.vue
index e47de5daee..6b91d29f1c 100644
--- a/frontend/src/components/account/AccountUsageCell.vue
+++ b/frontend/src/components/account/AccountUsageCell.vue
@@ -1,24 +1,27 @@
 <template>
   <div v-if="showUsageWindows">
-    <!-- Anthropic OAuth accounts: fetch real usage data -->
-    <template v-if="account.platform === 'anthropic' && account.type === 'oauth'">
+    <!-- Anthropic OAuth and Setup Token accounts: fetch real usage data -->
+    <template v-if="account.platform === 'anthropic' && (account.type === 'oauth' || account.type === 'setup-token')">
       <!-- Loading state -->
       <div v-if="loading" class="space-y-1.5">
+        <!-- OAuth: 3 rows, Setup Token: 1 row -->
         <div class="flex items-center gap-1">
           <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
           <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full animate-pulse"></div>
           <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
         </div>
-        <div class="flex items-center gap-1">
-          <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
-          <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full animate-pulse"></div>
-          <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
-        </div>
-        <div class="flex items-center gap-1">
-          <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
-          <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full animate-pulse"></div>
-          <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
-        </div>
+        <template v-if="account.type === 'oauth'">
+          <div class="flex items-center gap-1">
+            <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
+            <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full animate-pulse"></div>
+            <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
+          </div>
+          <div class="flex items-center gap-1">
+            <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
+            <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full animate-pulse"></div>
+            <div class="w-[32px] h-3 bg-gray-200 dark:bg-gray-700 rounded animate-pulse"></div>
+          </div>
+        </template>
       </div>
 
       <!-- Error state -->
@@ -38,7 +41,7 @@
           color="indigo"
         />
 
-        <!-- 7d Window -->
+        <!-- 7d Window (OAuth only) -->
         <UsageProgressBar
           v-if="usageInfo.seven_day"
           label="7d"
@@ -47,7 +50,7 @@
           color="emerald"
         />
 
-        <!-- 7d Sonnet Window -->
+        <!-- 7d Sonnet Window (OAuth only) -->
         <UsageProgressBar
           v-if="usageInfo.seven_day_sonnet"
           label="7d S"
@@ -63,11 +66,6 @@
       </div>
     </template>
 
-    <!-- Anthropic Setup Token accounts: show time-based window progress -->
-    <template v-else-if="account.platform === 'anthropic' && account.type === 'setup-token'">
-      <SetupTokenTimeWindow :account="account" />
-    </template>
-
     <!-- OpenAI OAuth accounts: show Codex usage from extra field -->
     <template v-else-if="account.platform === 'openai' && account.type === 'oauth'">
       <div v-if="hasCodexUsage" class="space-y-1">
@@ -109,7 +107,6 @@ import { ref, computed, onMounted } from 'vue'
 import { adminAPI } from '@/api/admin'
 import type { Account, AccountUsageInfo } from '@/types'
 import UsageProgressBar from './UsageProgressBar.vue'
-import SetupTokenTimeWindow from './SetupTokenTimeWindow.vue'
 
 const props = defineProps<{
   account: Account
@@ -160,9 +157,10 @@ const codexSecondaryResetAt = computed(() => {
 })
 
 const loadUsage = async () => {
-  // Only fetch usage for Anthropic OAuth accounts
+  // Fetch usage for Anthropic OAuth and Setup Token accounts
   // OpenAI usage comes from account.extra field (updated during forwarding)
-  if (props.account.platform !== 'anthropic' || props.account.type !== 'oauth') return
+  if (props.account.platform !== 'anthropic') return
+  if (props.account.type !== 'oauth' && props.account.type !== 'setup-token') return
 
   loading.value = true
   error.value = null
diff --git a/frontend/src/components/account/SetupTokenTimeWindow.vue b/frontend/src/components/account/SetupTokenTimeWindow.vue
deleted file mode 100644
index 8364a3b561..0000000000
--- a/frontend/src/components/account/SetupTokenTimeWindow.vue
+++ /dev/null
@@ -1,200 +0,0 @@
-<template>
-  <div class="space-y-1">
-    <!-- 5h Time Window Progress -->
-    <div v-if="hasWindowInfo" class="flex items-center gap-1">
-      <!-- Label badge -->
-      <span class="text-[10px] font-medium px-1 rounded w-[32px] text-center shrink-0 bg-indigo-100 text-indigo-700 dark:bg-indigo-900/40 dark:text-indigo-300">
-        5h
-      </span>
-
-      <!-- Progress bar container -->
-      <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden shrink-0">
-        <div
-          :class="['h-full transition-all duration-300', barColorClass]"
-          :style="{ width: progressWidth }"
-        ></div>
-      </div>
-
-      <!-- Percentage -->
-      <span :class="['text-[10px] font-medium w-[32px] text-right shrink-0', textColorClass]">
-        {{ displayPercent }}
-      </span>
-
-      <!-- Reset time -->
-      <span class="text-[10px] text-gray-400 shrink-0">
-        {{ formatResetTime }}
-      </span>
-    </div>
-
-    <!-- No recent activity (had activity but window expired > 1 hour) -->
-    <div v-else-if="hasExpiredWindow" class="flex items-center gap-1">
-      <span class="text-[10px] font-medium px-1 rounded w-[32px] text-center shrink-0 bg-indigo-100 text-indigo-700 dark:bg-indigo-900/40 dark:text-indigo-300">
-        5h
-      </span>
-      <span class="text-[10px] text-gray-400 italic">
-        No recent activity
-      </span>
-    </div>
-
-    <!-- No window info yet (never had activity) -->
-    <div v-else class="flex items-center gap-1">
-      <span class="text-[10px] font-medium px-1 rounded w-[32px] text-center shrink-0 bg-indigo-100 text-indigo-700 dark:bg-indigo-900/40 dark:text-indigo-300">
-        5h
-      </span>
-      <span class="text-[10px] text-gray-400 italic">
-        No activity yet
-      </span>
-    </div>
-
-    <!-- Hint -->
-    <div class="text-[10px] text-gray-400 italic">
-      Setup Token (time-based)
-    </div>
-  </div>
-</template>
-
-<script setup lang="ts">
-import { computed, ref, onMounted, onUnmounted } from 'vue'
-import type { Account } from '@/types'
-
-const props = defineProps<{
-  account: Account
-}>()
-
-// Update timer
-const currentTime = ref(new Date())
-let timer: ReturnType<typeof setInterval> | null = null
-
-onMounted(() => {
-  // Update every second for more accurate countdown
-  timer = setInterval(() => {
-    currentTime.value = new Date()
-  }, 1000)
-})
-
-onUnmounted(() => {
-  if (timer) {
-    clearInterval(timer)
-  }
-})
-
-// Check if we have window information but it's been expired for more than 1 hour
-const hasExpiredWindow = computed(() => {
-  if (!props.account.session_window_start || !props.account.session_window_end) {
-    return false
-  }
-
-  const end = new Date(props.account.session_window_end).getTime()
-  const now = currentTime.value.getTime()
-  const expiredMs = now - end
-
-  // Window exists and expired more than 1 hour ago
-  return expiredMs > 1000 * 60 * 60
-})
-
-// Check if we have valid window information (not expired for more than 1 hour)
-const hasWindowInfo = computed(() => {
-  if (!props.account.session_window_start || !props.account.session_window_end) {
-    return false
-  }
-
-  // If window is expired more than 1 hour, don't show progress bar
-  if (hasExpiredWindow.value) {
-    return false
-  }
-
-  return true
-})
-
-// Calculate time-based progress (0-100)
-const timeProgress = computed(() => {
-  if (!props.account.session_window_start || !props.account.session_window_end) {
-    return 0
-  }
-
-  const start = new Date(props.account.session_window_start).getTime()
-  const end = new Date(props.account.session_window_end).getTime()
-  const now = currentTime.value.getTime()
-
-  // Window hasn't started yet
-  if (now < start) {
-    return 0
-  }
-
-  // Window has ended
-  if (now >= end) {
-    return 100
-  }
-
-  // Calculate progress within window
-  const total = end - start
-  const elapsed = now - start
-  return Math.round((elapsed / total) * 100)
-})
-
-// Progress bar width
-const progressWidth = computed(() => {
-  return `${Math.min(timeProgress.value, 100)}%`
-})
-
-// Display percentage
-const displayPercent = computed(() => {
-  return `${timeProgress.value}%`
-})
-
-// Progress bar color based on progress
-const barColorClass = computed(() => {
-  if (timeProgress.value >= 100) {
-    return 'bg-red-500'
-  } else if (timeProgress.value >= 80) {
-    return 'bg-amber-500'
-  } else {
-    return 'bg-green-500'
-  }
-})
-
-// Text color based on progress
-const textColorClass = computed(() => {
-  if (timeProgress.value >= 100) {
-    return 'text-red-600 dark:text-red-400'
-  } else if (timeProgress.value >= 80) {
-    return 'text-amber-600 dark:text-amber-400'
-  } else {
-    return 'text-gray-600 dark:text-gray-400'
-  }
-})
-
-// Format reset time (time remaining until window end)
-const formatResetTime = computed(() => {
-  if (!props.account.session_window_end) {
-    return 'N/A'
-  }
-
-  const end = new Date(props.account.session_window_end)
-  const now = currentTime.value
-  const diffMs = end.getTime() - now.getTime()
-
-  if (diffMs <= 0) {
-    // 窗口已过期，计算过期了多久
-    const expiredMs = Math.abs(diffMs)
-    const expiredHours = Math.floor(expiredMs / (1000 * 60 * 60))
-
-    if (expiredHours >= 1) {
-      return 'No recent activity'
-    }
-    return 'Window expired'
-  }
-
-  const diffHours = Math.floor(diffMs / (1000 * 60 * 60))
-  const diffMins = Math.floor((diffMs % (1000 * 60 * 60)) / (1000 * 60))
-  const diffSecs = Math.floor((diffMs % (1000 * 60)) / 1000)
-
-  if (diffHours > 0) {
-    return `${diffHours}h ${diffMins}m`
-  } else if (diffMins > 0) {
-    return `${diffMins}m ${diffSecs}s`
-  } else {
-    return `${diffSecs}s`
-  }
-})
-</script>
diff --git a/frontend/src/components/account/UsageProgressBar.vue b/frontend/src/components/account/UsageProgressBar.vue
index 6b1851763a..1513210a4d 100644
--- a/frontend/src/components/account/UsageProgressBar.vue
+++ b/frontend/src/components/account/UsageProgressBar.vue
@@ -1,37 +1,50 @@
 <template>
-  <div class="flex items-center gap-1">
-    <!-- Label badge (fixed width for alignment) -->
-    <span
-      :class="[
-        'text-[10px] font-medium px-1 rounded w-[32px] text-center shrink-0',
-        labelClass
-      ]"
-    >
-      {{ label }}
-    </span>
-
-    <!-- Progress bar container -->
-    <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden shrink-0">
-      <div
-        :class="['h-full transition-all duration-300', barClass]"
-        :style="{ width: barWidth }"
-      ></div>
+  <div>
+    <!-- Window stats row (above progress bar, left-right aligned with progress bar) -->
+    <div v-if="windowStats" class="flex items-center justify-between mb-0.5" :title="`5h 窗口用量统计`">
+      <div class="flex items-center gap-1.5 text-[9px] text-gray-500 dark:text-gray-400 cursor-help">
+        <span class="px-1.5 py-0.5 rounded bg-gray-100 dark:bg-gray-800">
+          {{ formatRequests }} req
+        </span>
+        <span class="px-1.5 py-0.5 rounded bg-gray-100 dark:bg-gray-800">
+          {{ formatTokens }}
+        </span>
+        <span class="px-1.5 py-0.5 rounded bg-gray-100 dark:bg-gray-800">
+          ${{ formatCost }}
+        </span>
+      </div>
     </div>
 
-    <!-- Percentage -->
-    <span :class="['text-[10px] font-medium w-[32px] text-right shrink-0', textClass]">
-      {{ displayPercent }}
-    </span>
+    <!-- Progress bar row -->
+    <div class="flex items-center gap-1">
+      <!-- Label badge (fixed width for alignment) -->
+      <span
+        :class="[
+          'text-[10px] font-medium px-1 rounded w-[32px] text-center shrink-0',
+          labelClass
+        ]"
+      >
+        {{ label }}
+      </span>
 
-    <!-- Reset time -->
-    <span v-if="resetsAt" class="text-[10px] text-gray-400 shrink-0">
-      {{ formatResetTime }}
-    </span>
+      <!-- Progress bar container -->
+      <div class="w-8 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden shrink-0">
+        <div
+          :class="['h-full transition-all duration-300', barClass]"
+          :style="{ width: barWidth }"
+        ></div>
+      </div>
 
-    <!-- Window stats (only for 5h window) -->
-    <span v-if="windowStats" class="text-[10px] text-gray-400 shrink-0 ml-1">
-      ({{ formatStats }})
-    </span>
+      <!-- Percentage -->
+      <span :class="['text-[10px] font-medium w-[32px] text-right shrink-0', textClass]">
+        {{ displayPercent }}
+      </span>
+
+      <!-- Reset time -->
+      <span v-if="resetsAt" class="text-[10px] text-gray-400 shrink-0">
+        {{ formatResetTime }}
+      </span>
+    </div>
   </div>
 </template>
 
@@ -113,17 +126,25 @@ const formatResetTime = computed(() => {
 })
 
 // Format window stats
-const formatStats = computed(() => {
+const formatRequests = computed(() => {
   if (!props.windowStats) return ''
-  const { requests, tokens, cost } = props.windowStats
+  const r = props.windowStats.requests
+  if (r >= 1000000) return `${(r / 1000000).toFixed(1)}M`
+  if (r >= 1000) return `${(r / 1000).toFixed(1)}K`
+  return r.toString()
+})
 
-  // Format tokens (e.g., 1234567 -> 1.2M)
-  const formatTokens = (t: number): string => {
-    if (t >= 1000000) return `${(t / 1000000).toFixed(1)}M`
-    if (t >= 1000) return `${(t / 1000).toFixed(1)}K`
-    return t.toString()
-  }
+const formatTokens = computed(() => {
+  if (!props.windowStats) return ''
+  const t = props.windowStats.tokens
+  if (t >= 1000000000) return `${(t / 1000000000).toFixed(1)}B`
+  if (t >= 1000000) return `${(t / 1000000).toFixed(1)}M`
+  if (t >= 1000) return `${(t / 1000).toFixed(1)}K`
+  return t.toString()
+})
 
-  return `${requests}req ${formatTokens(tokens)}tok $${cost.toFixed(2)}`
+const formatCost = computed(() => {
+  if (!props.windowStats) return '0.00'
+  return props.windowStats.cost.toFixed(2)
 })
 </script>