diff --git a/src/components/cards/WorkflowTaskCard.vue b/src/components/cards/WorkflowTaskCard.vue
index 6643952e..5585cc90 100644
--- a/src/components/cards/WorkflowTaskCard.vue
+++ b/src/components/cards/WorkflowTaskCard.vue
@@ -541,6 +541,14 @@ const executionStatus = computed(() => {
 .workflow-task-card {
   --workflow-status-rgb: var(--v-theme-info);
   --workflow-status-on-rgb: var(--v-theme-on-info);
+  --workflow-card-header-content-rgb: var(--workflow-status-on-rgb);
+  --workflow-card-header-background: linear-gradient(
+    118deg,
+    color-mix(in srgb, rgb(var(--workflow-status-rgb)) 88%, rgb(var(--v-theme-on-surface)) 12%) 0%,
+    rgb(var(--workflow-status-rgb)) 52%,
+    color-mix(in srgb, rgb(var(--workflow-status-rgb)) 78%, rgb(var(--v-theme-surface)) 22%) 100%
+  );
+  --workflow-card-header-shadow: none;
 
   display: flex;
   min-block-size: 226px;
@@ -581,25 +589,20 @@ const executionStatus = computed(() => {
 .workflow-task-card__header {
   flex: 0 0 auto;
   padding: 6px 10px !important;
-  border-block-end: 1px solid rgba(var(--workflow-status-on-rgb), 0.18);
-  background: linear-gradient(
-    118deg,
-    color-mix(in srgb, rgb(var(--workflow-status-rgb)) 88%, rgb(var(--v-theme-on-surface)) 12%) 0%,
-    rgb(var(--workflow-status-rgb)) 52%,
-    color-mix(in srgb, rgb(var(--workflow-status-rgb)) 78%, rgb(var(--v-theme-surface)) 22%) 100%
-  );
+  background: var(--workflow-card-header-background);
+  box-shadow: var(--workflow-card-header-shadow);
 }
 
 .workflow-task-card__trigger-icon {
   flex: 0 0 auto;
-  color: rgb(var(--workflow-status-on-rgb)) !important;
+  color: rgb(var(--workflow-card-header-content-rgb)) !important;
 }
 
 .workflow-task-card__title {
   display: -webkit-box;
   min-inline-size: 0;
   overflow: hidden;
-  color: rgb(var(--workflow-status-on-rgb));
+  color: rgb(var(--workflow-card-header-content-rgb));
   font-weight: 500;
   line-height: 20px !important;
   letter-spacing: 0;
@@ -613,7 +616,7 @@ const executionStatus = computed(() => {
   min-inline-size: 0;
   margin-block-start: 1px;
   overflow: hidden;
-  color: rgba(var(--workflow-status-on-rgb), 0.78);
+  color: rgba(var(--workflow-card-header-content-rgb), 0.78);
   font-size: 0.75rem;
   letter-spacing: 0;
   line-height: 16px !important;
@@ -623,7 +626,7 @@ const executionStatus = computed(() => {
 
 .workflow-task-card__menu {
   flex: 0 0 auto;
-  color: rgb(var(--workflow-status-on-rgb)) !important;
+  color: rgb(var(--workflow-card-header-content-rgb)) !important;
 }
 
 .workflow-task-card__body {
diff --git a/src/components/cards/__tests__/WorkflowTaskCard.spec.ts b/src/components/cards/__tests__/WorkflowTaskCard.spec.ts
index 8c058241..be8b4dc3 100644
--- a/src/components/cards/__tests__/WorkflowTaskCard.spec.ts
+++ b/src/components/cards/__tests__/WorkflowTaskCard.spec.ts
@@ -167,6 +167,8 @@ describe('WorkflowTaskCard redesign', () => {
 
   it('derives all custom card colors and geometry from global theme tokens', () => {
     const source = readFileSync('src/components/cards/WorkflowTaskCard.vue', 'utf8')
+    const transparentTheme = readFileSync('src/styles/themes/transparent.scss', 'utf8')
+    const glassTheme = readFileSync('src/styles/themes/glass.scss', 'utf8')
 
     expect(source).toContain('var(--v-theme-primary)')
     expect(source).toContain('var(--v-theme-info)')
@@ -176,6 +178,16 @@ describe('WorkflowTaskCard redesign', () => {
     expect(source).toContain('var(--v-theme-on-surface)')
     expect(source).toContain('var(--app-control-radius)')
     expect(source).toContain('linear-gradient(')
+    expect(source).toContain('var(--workflow-card-header-background)')
+    expect(source).not.toContain('--workflow-card-header-border')
     expect(source).not.toMatch(/#[\da-f]{3,8}\b/i)
+
+    expect(transparentTheme).toContain('.workflow-task-card')
+    expect(transparentTheme).toContain('var(--transparent-opacity-heavy)')
+    expect(transparentTheme).not.toContain('--workflow-card-header-border')
+    expect(glassTheme).toContain('var(--glass-sheen)')
+    expect(glassTheme).toContain("&[data-glass-appearance='frosted'] .workflow-task-card")
+    expect(glassTheme).toContain("&[data-glass-appearance='tinted'] .workflow-task-card")
+    expect(glassTheme).not.toContain('--workflow-card-header-border')
   })
 })
diff --git a/src/styles/themes/glass.scss b/src/styles/themes/glass.scss
index 989ce7e7..73f5b350 100644
--- a/src/styles/themes/glass.scss
+++ b/src/styles/themes/glass.scss
@@ -852,6 +852,24 @@ html[data-theme='glass'] {
     backdrop-filter: var(--glass-surface-backdrop-filter);
   }
 
+  // 工作流标题栏复用卡片的背景采样，只叠加状态色、吸收层与玻璃高光。
+  .workflow-task-card {
+    --workflow-card-header-content-rgb: var(--v-theme-on-surface);
+    --workflow-card-header-background:
+      var(--glass-sheen),
+      linear-gradient(
+        118deg,
+        rgba(var(--workflow-status-rgb), calc(0.16 + var(--glass-tint-density, 0.65) * 0.34)) 0%,
+        rgba(var(--workflow-status-rgb), calc(0.09 + var(--glass-tint-density, 0.65) * 0.22)) 58%,
+        rgba(var(--workflow-status-rgb), calc(0.04 + var(--glass-tint-density, 0.65) * 0.1)) 100%
+      ),
+      linear-gradient(
+        rgba(var(--v-theme-background), calc(0.08 + var(--glass-surface-density, 0.62) * 0.08)),
+        rgba(var(--v-theme-background), calc(0.14 + var(--glass-surface-density, 0.62) * 0.12))
+      );
+    --workflow-card-header-shadow: inset 0 1px 0 var(--glass-highlight), inset 0 -1px 0 rgba(2, 6, 16, 14%);
+  }
+
   // 插件卡片头部改为染色玻璃：图标主色只作为透光色相，压暗遮罩换成玻璃吸收与高光。
   .plugin-card__banner {
     border-block-end: 1px solid var(--glass-border);
@@ -896,6 +914,21 @@ html[data-theme='glass'] {
     );
   }
 
+  &[data-glass-appearance='frosted'] .workflow-task-card {
+    --workflow-card-header-background:
+      var(--glass-sheen),
+      linear-gradient(
+        118deg,
+        rgba(var(--workflow-status-rgb), calc(0.1 + var(--glass-tint-density, 0.65) * 0.2)) 0%,
+        rgba(var(--workflow-status-rgb), calc(0.05 + var(--glass-tint-density, 0.65) * 0.13)) 58%,
+        rgba(var(--workflow-status-rgb), calc(0.02 + var(--glass-tint-density, 0.65) * 0.06)) 100%
+      ),
+      linear-gradient(
+        rgba(var(--v-theme-background), calc(0.04 + var(--glass-surface-density, 0.86) * 0.04)),
+        rgba(var(--v-theme-background), calc(0.08 + var(--glass-surface-density, 0.86) * 0.08))
+      );
+  }
+
   // 色调材质本身带主色语义，头部染色向主色收敛保持整页同一色温。
   &[data-glass-appearance='tinted'] .plugin-card__banner {
     --plugin-card-banner-tint: linear-gradient(
@@ -916,6 +949,31 @@ html[data-theme='glass'] {
     );
   }
 
+  &[data-glass-appearance='tinted'] .workflow-task-card {
+    --workflow-card-header-background:
+      var(--glass-sheen),
+      linear-gradient(
+        118deg,
+        color-mix(
+            in srgb,
+            rgba(var(--workflow-status-rgb), calc(0.14 + var(--glass-tint-density, 0.65) * 0.33)) 74%,
+            rgba(var(--v-theme-primary), calc(0.14 + var(--glass-tint-density, 0.65) * 0.33))
+          )
+          0%,
+        color-mix(
+            in srgb,
+            rgba(var(--workflow-status-rgb), calc(0.07 + var(--glass-tint-density, 0.65) * 0.2)) 74%,
+            rgba(var(--v-theme-primary), calc(0.07 + var(--glass-tint-density, 0.65) * 0.2))
+          )
+          58%,
+        rgba(var(--workflow-status-rgb), calc(0.04 + var(--glass-tint-density, 0.65) * 0.095)) 100%
+      ),
+      linear-gradient(
+        rgba(var(--v-theme-background), calc(0.08 + var(--glass-surface-density, 0.72) * 0.08)),
+        rgba(var(--v-theme-background), calc(0.14 + var(--glass-surface-density, 0.72) * 0.12))
+      );
+  }
+
   // 文件夹卡片保留用户自选渐变作为色相，只降低不透明度让卡片本体的玻璃透出来。
   .plugin-folder-card__bg {
     opacity: calc(0.34 + var(--glass-surface-density, 0.62) * 0.145);
diff --git a/src/styles/themes/transparent.scss b/src/styles/themes/transparent.scss
index 1289bb13..58bc13f1 100644
--- a/src/styles/themes/transparent.scss
+++ b/src/styles/themes/transparent.scss
@@ -49,6 +49,24 @@ html[data-theme="transparent"] {
     }
   }
 
+  // 工作流标题栏只叠加半透明状态染色，底层模糊仍由卡片统一承担。
+  .workflow-task-card {
+    --workflow-card-header-content-rgb: var(--v-theme-on-surface);
+    --workflow-card-header-background:
+      linear-gradient(145deg, rgba(var(--v-theme-on-surface), 0.12), transparent 36%),
+      linear-gradient(
+        118deg,
+        rgba(var(--workflow-status-rgb), var(--transparent-opacity-heavy)) 0%,
+        rgba(var(--workflow-status-rgb), var(--transparent-opacity)) 56%,
+        rgba(var(--workflow-status-rgb), var(--transparent-opacity-light)) 100%
+      ),
+      linear-gradient(
+        rgba(var(--v-theme-surface), var(--transparent-opacity-light)),
+        rgba(var(--v-theme-surface), var(--transparent-opacity-light))
+      );
+    --workflow-card-header-shadow: inset 0 1px 0 rgba(var(--v-theme-on-surface), 0.14);
+  }
+
   // 订阅文件弹窗使用独立的玻璃表面参数，避免组件内通过全局选择器穿透主题。
   .subscribe-files-dialog {
     --sfd-accent-opacity: 0.12;