diff --git a/browser_tests/tests/vueNodes/widgets/advancedWidgets.spec.ts b/browser_tests/tests/vueNodes/widgets/advancedWidgets.spec.ts
new file mode 100644
index 0000000000..51f95a92ad
--- /dev/null
+++ b/browser_tests/tests/vueNodes/widgets/advancedWidgets.spec.ts
@@ -0,0 +1,102 @@
+import {
+  comfyExpect as expect,
+  comfyPageFixture as test
+} from '../../../fixtures/ComfyPage'
+
+test.describe('Advanced Widget Visibility', () => {
+  test.beforeEach(async ({ comfyPage }) => {
+    await comfyPage.settings.setSetting('Comfy.VueNodes.Enabled', true)
+    await comfyPage.settings.setSetting(
+      'Comfy.Node.AlwaysShowAdvancedWidgets',
+      false
+    )
+
+    // Add a ModelSamplingFlux node which has both advanced (max_shift,
+    // base_shift) and non-advanced (width, height) widgets.
+    await comfyPage.page.evaluate(() => {
+      const node = window.LiteGraph!.createNode('ModelSamplingFlux')!
+      node.pos = [500, 200]
+      window.app!.graph.add(node)
+    })
+    await comfyPage.vueNodes.waitForNodes()
+  })
+
+  function getNode(
+    comfyPage: Parameters<Parameters<typeof test>[2]>[0]['comfyPage']
+  ) {
+    return comfyPage.vueNodes.getNodeByTitle('ModelSamplingFlux')
+  }
+
+  function getWidgets(
+    comfyPage: Parameters<Parameters<typeof test>[2]>[0]['comfyPage']
+  ) {
+    return getNode(comfyPage).locator('.lg-node-widget')
+  }
+
+  test('should hide advanced widgets by default', async ({ comfyPage }) => {
+    const node = getNode(comfyPage)
+    const widgets = getWidgets(comfyPage)
+
+    // Non-advanced widgets (width, height) should be visible
+    await expect(widgets).toHaveCount(2)
+    await expect(node.getByLabel('width', { exact: true })).toBeVisible()
+    await expect(node.getByLabel('height', { exact: true })).toBeVisible()
+
+    // Advanced widgets should not be rendered
+    await expect(
+      node.getByLabel('max_shift', { exact: true })
+    ).not.toBeVisible()
+    await expect(
+      node.getByLabel('base_shift', { exact: true })
+    ).not.toBeVisible()
+
+    // "Show advanced inputs" button should be present
+    await expect(node.getByText('Show advanced inputs')).toBeVisible()
+  })
+
+  test('should show advanced widgets when per-node toggle is clicked', async ({
+    comfyPage
+  }) => {
+    const node = getNode(comfyPage)
+    const widgets = getWidgets(comfyPage)
+
+    await expect(widgets).toHaveCount(2)
+
+    // Click the toggle button to show advanced widgets
+    await node.getByText('Show advanced inputs').click()
+
+    await expect(widgets).toHaveCount(4)
+    await expect(node.getByLabel('max_shift', { exact: true })).toBeVisible()
+    await expect(node.getByLabel('base_shift', { exact: true })).toBeVisible()
+
+    // Button text should change to "Hide advanced inputs"
+    await expect(node.getByText('Hide advanced inputs')).toBeVisible()
+
+    // Click again to hide
+    await node.getByText('Hide advanced inputs').click()
+    await expect(widgets).toHaveCount(2)
+  })
+
+  test('should show advanced widgets when global setting is enabled', async ({
+    comfyPage
+  }) => {
+    const node = getNode(comfyPage)
+    const widgets = getWidgets(comfyPage)
+
+    await expect(widgets).toHaveCount(2)
+
+    // Enable the global setting
+    await comfyPage.settings.setSetting(
+      'Comfy.Node.AlwaysShowAdvancedWidgets',
+      true
+    )
+
+    // All 4 widgets should now be visible
+    await expect(widgets).toHaveCount(4)
+    await expect(node.getByLabel('max_shift', { exact: true })).toBeVisible()
+    await expect(node.getByLabel('base_shift', { exact: true })).toBeVisible()
+
+    // The toggle button should not be shown when global setting is active
+    await expect(node.getByText('Show advanced inputs')).not.toBeVisible()
+  })
+})
diff --git a/src/composables/graph/useGraphNodeManager.ts b/src/composables/graph/useGraphNodeManager.ts
index 0c2feb93fd..7faef35f98 100644
--- a/src/composables/graph/useGraphNodeManager.ts
+++ b/src/composables/graph/useGraphNodeManager.ts
@@ -204,7 +204,7 @@ function safeWidgetMapper(
 
     return {
       canvasOnly: widget.options.canvasOnly,
-      advanced: widget.advanced,
+      advanced: widget.options?.advanced ?? widget.advanced,
       hidden: widget.options.hidden,
       read_only: widget.options.read_only
     }