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diff --git a/browser_tests/tests/vueNodes/nodeStates/mute.spec.ts-snapshots/vue-node-muted-state-chromium-linux.png b/browser_tests/tests/vueNodes/nodeStates/mute.spec.ts-snapshots/vue-node-muted-state-chromium-linux.png
index af64baa6c8..828daafeb4 100644
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diff --git a/src/composables/graph/useGraphNodeManager.ts b/src/composables/graph/useGraphNodeManager.ts
index ad030222af..525edc5a55 100644
--- a/src/composables/graph/useGraphNodeManager.ts
+++ b/src/composables/graph/useGraphNodeManager.ts
@@ -20,7 +20,11 @@ import type { NodeId } from '@/renderer/core/layout/types'
 import type { InputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import { isDOMWidget } from '@/scripts/domWidget'
 import { useNodeDefStore } from '@/stores/nodeDefStore'
-import type { WidgetValue } from '@/types/simplifiedWidget'
+import type {
+  WidgetValue,
+  SafeControlWidget,
+  ControlWidgetOptions
+} from '@/types/simplifiedWidget'
 
 import type {
   LGraph,
@@ -47,6 +51,7 @@ export interface SafeWidgetData {
   spec?: InputSpec
   slotMetadata?: WidgetSlotMetadata
   isDOMWidget?: boolean
+  controlWidget?: SafeControlWidget
 }
 
 export interface VueNodeData {
@@ -82,6 +87,29 @@ export interface GraphNodeManager {
   cleanup(): void
 }
 
+function validateControlWidgetValue(val: unknown): ControlWidgetOptions {
+  //TODO: Is there a way to do this without repeating?
+  switch (val) {
+    case 'fixed':
+      return 'fixed'
+    case 'increment':
+      return 'increment'
+    case 'decrement':
+      return 'decrement'
+  }
+  return 'randomize'
+}
+function getControlWidget(widget: IBaseWidget): SafeControlWidget | undefined {
+  const cagWidget = widget.linkedWidgets?.find(
+    (w) => w.name == 'control_after_generate'
+  )
+  if (!cagWidget) return
+  return {
+    value: validateControlWidgetValue(cagWidget.value),
+    update: (value) => (cagWidget.value = validateControlWidgetValue(value))
+  }
+}
+
 export function safeWidgetMapper(
   node: LGraphNode,
   slotMetadata: Map<string, WidgetSlotMetadata>
@@ -114,7 +142,8 @@ export function safeWidgetMapper(
         callback: widget.callback,
         spec,
         slotMetadata: slotInfo,
-        isDOMWidget: isDOMWidget(widget)
+        isDOMWidget: isDOMWidget(widget),
+        controlWidget: getControlWidget(widget)
       }
     } catch (error) {
       return {
diff --git a/src/locales/en/main.json b/src/locales/en/main.json
index 515d13f9e3..ec7af1f22f 100644
--- a/src/locales/en/main.json
+++ b/src/locales/en/main.json
@@ -1910,6 +1910,22 @@
       "placeholderVideo": "Select video...",
       "placeholderModel": "Select model...",
       "placeholderUnknown": "Select media..."
+    },
+    "numberControl": {
+      "controlHeaderBefore": "Automatically update the value",
+      "controlHeaderAfter": "AFTER",
+      "controlHeaderBefore2": "BEFORE", 
+      "controlHeaderEnd": "running the workflow:",
+      "linkToGlobal": "Link to",
+      "linkToGlobalSeed": "Global Value",
+      "linkToGlobalDesc": "Unique value linked to the Global Value's control setting",
+      "randomize": "Randomize Value",
+      "randomizeDesc": "Shuffles the value randomly after each generation",
+      "increment": "Increment Value", 
+      "incrementDesc": "Adds 1 to the value number",
+      "decrement": "Decrement Value",
+      "decrementDesc": "Subtracts 1 from the value number",
+      "editSettings": "Edit control settings"
     }
   },
   "widgetFileUpload": {
diff --git a/src/renderer/extensions/vueNodes/components/NodeWidgets.vue b/src/renderer/extensions/vueNodes/components/NodeWidgets.vue
index 441c988b25..9defb4422c 100644
--- a/src/renderer/extensions/vueNodes/components/NodeWidgets.vue
+++ b/src/renderer/extensions/vueNodes/components/NodeWidgets.vue
@@ -160,7 +160,8 @@ const processedWidgets = computed((): ProcessedWidget[] => {
       label: widget.label,
       options: widgetOptions,
       callback: widget.callback,
-      spec: widget.spec
+      spec: widget.spec,
+      controlWidget: widget.controlWidget
     }
 
     function updateHandler(value: WidgetValue) {
diff --git a/src/renderer/extensions/vueNodes/widgets/components/NumberControlPopover.vue b/src/renderer/extensions/vueNodes/widgets/components/NumberControlPopover.vue
new file mode 100644
index 0000000000..5228365317
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/components/NumberControlPopover.vue
@@ -0,0 +1,181 @@
+<script setup lang="ts">
+import Button from 'primevue/button'
+import Popover from 'primevue/popover'
+import ToggleSwitch from 'primevue/toggleswitch'
+import { computed, ref } from 'vue'
+
+import { useSettingStore } from '@/platform/settings/settingStore'
+import { useDialogService } from '@/services/dialogService'
+
+import { NumberControlMode } from '../composables/useStepperControl'
+
+type ControlOption = {
+  mode: NumberControlMode
+  icon?: string
+  title: string
+  description: string
+  text?: string
+}
+
+const popover = ref()
+const settingStore = useSettingStore()
+const dialogService = useDialogService()
+
+const toggle = (event: Event) => {
+  popover.value.toggle(event)
+}
+defineExpose({ toggle })
+
+const ENABLE_LINK_TO_GLOBAL = false
+
+const controlOptions: ControlOption[] = [
+  ...(ENABLE_LINK_TO_GLOBAL
+    ? ([
+        {
+          mode: NumberControlMode.LINK_TO_GLOBAL,
+          icon: 'pi pi-link',
+          title: 'linkToGlobal',
+          description: 'linkToGlobalDesc'
+        } satisfies ControlOption
+      ] as ControlOption[])
+    : []),
+  {
+    mode: NumberControlMode.RANDOMIZE,
+    icon: 'icon-[lucide--shuffle]',
+    title: 'randomize',
+    description: 'randomizeDesc'
+  },
+  {
+    mode: NumberControlMode.INCREMENT,
+    text: '+1',
+    title: 'increment',
+    description: 'incrementDesc'
+  },
+  {
+    mode: NumberControlMode.DECREMENT,
+    text: '-1',
+    title: 'decrement',
+    description: 'decrementDesc'
+  }
+]
+
+const widgetControlMode = computed(() =>
+  settingStore.get('Comfy.WidgetControlMode')
+)
+
+const props = defineProps<{
+  controlMode: NumberControlMode
+}>()
+
+const emit = defineEmits<{
+  'update:controlMode': [mode: NumberControlMode]
+}>()
+
+const handleToggle = (mode: NumberControlMode) => {
+  if (props.controlMode === mode) return
+  emit('update:controlMode', mode)
+}
+
+const isActive = (mode: NumberControlMode) => {
+  return props.controlMode === mode
+}
+
+const handleEditSettings = () => {
+  popover.value.hide()
+  dialogService.showSettingsDialog()
+}
+</script>
+
+<template>
+  <Popover
+    ref="popover"
+    class="bg-interface-panel-surface border border-interface-stroke rounded-lg"
+  >
+    <!-- Responsive width with proper constraints -->
+    <div class="w-113 max-w-md p-4 space-y-4">
+      <!-- Header text with semantic tokens -->
+      <div class="text-sm text-muted-foreground leading-tight">
+        {{ $t('widgets.numberControl.controlHeaderBefore') }}
+        <span class="text-base-foreground font-medium">
+          {{
+            widgetControlMode === 'before'
+              ? $t('widgets.numberControl.controlHeaderBefore2')
+              : $t('widgets.numberControl.controlHeaderAfter')
+          }}
+        </span>
+        {{ $t('widgets.numberControl.controlHeaderEnd') }}
+      </div>
+
+      <!-- Control options with proper spacing -->
+      <div class="space-y-2">
+        <div
+          v-for="option in controlOptions"
+          :key="option.mode"
+          class="flex items-center justify-between py-2 gap-7"
+        >
+          <div class="flex items-center gap-2 flex-1 min-w-0">
+            <!-- Icon container with semantic background -->
+            <div
+              class="flex items-center justify-center w-8 h-8 rounded-lg flex-shrink-0 bg-secondary-background border border-border-subtle"
+            >
+              <i
+                v-if="option.icon"
+                :class="option.icon"
+                class="text-base text-base-foreground"
+              />
+              <span
+                v-if="option.text"
+                class="text-xs font-normal text-base-foreground"
+              >
+                {{ option.text }}
+              </span>
+            </div>
+
+            <!-- Text content with proper semantic colors -->
+            <div class="flex flex-col gap-0.5 min-w-0 flex-1">
+              <div
+                class="text-sm font-normal text-base-foreground leading-tight"
+              >
+                <span v-if="option.mode === NumberControlMode.LINK_TO_GLOBAL">
+                  {{ $t('widgets.numberControl.linkToGlobal') }}
+                  <em>{{ $t('widgets.numberControl.linkToGlobalSeed') }}</em>
+                </span>
+                <span v-else>
+                  {{ $t(`widgets.numberControl.${option.title}`) }}
+                </span>
+              </div>
+              <div
+                class="text-sm font-normal text-muted-foreground leading-tight"
+              >
+                {{ $t(`widgets.numberControl.${option.description}`) }}
+              </div>
+            </div>
+          </div>
+
+          <!-- Toggle switch with proper sizing -->
+          <ToggleSwitch
+            :model-value="isActive(option.mode)"
+            class="flex-shrink-0"
+            @update:model-value="handleToggle(option.mode)"
+          />
+        </div>
+      </div>
+
+      <!-- Divider using semantic border -->
+      <div class="border-t border-border-subtle"></div>
+
+      <!-- Settings button with semantic styling -->
+      <Button
+        class="w-full bg-secondary-background hover:bg-secondary-background-hover border-0 rounded-lg p-2 text-sm"
+        @click="handleEditSettings"
+      >
+        <div class="flex items-center justify-center gap-1">
+          <i class="pi pi-cog text-xs text-muted-foreground" />
+          <span class="font-normal text-base-foreground">{{
+            $t('widgets.numberControl.editSettings')
+          }}</span>
+        </div>
+      </Button>
+    </div>
+  </Popover>
+</template>
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumber.vue b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumber.vue
index ea63741886..0894114134 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumber.vue
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumber.vue
@@ -1,22 +1,31 @@
 <script setup lang="ts">
+import { computed } from 'vue'
+
 import type { SimplifiedWidget } from '@/types/simplifiedWidget'
 
 import WidgetInputNumberInput from './WidgetInputNumberInput.vue'
 import WidgetInputNumberSlider from './WidgetInputNumberSlider.vue'
+import WidgetInputNumberWithControl from './WidgetInputNumberWithControl.vue'
 
-defineProps<{
+const props = defineProps<{
   widget: SimplifiedWidget<number>
 }>()
 
 const modelValue = defineModel<number>({ default: 0 })
+
+const hasControlAfterGenerate = computed(() => {
+  return !!props.widget.controlWidget
+})
 </script>
 
 <template>
   <component
     :is="
-      widget.type === 'slider'
-        ? WidgetInputNumberSlider
-        : WidgetInputNumberInput
+      hasControlAfterGenerate
+        ? WidgetInputNumberWithControl
+        : widget.type === 'slider'
+          ? WidgetInputNumberSlider
+          : WidgetInputNumberInput
     "
     v-model="modelValue"
     :widget="widget"
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.test.ts b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.test.ts
index 6fbadb5172..6ed684bbe4 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.test.ts
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.test.ts
@@ -1,6 +1,10 @@
 import { mount } from '@vue/test-utils'
 import PrimeVue from 'primevue/config'
-import InputNumber from 'primevue/inputnumber'
+import {
+  NumberFieldDecrement,
+  NumberFieldIncrement,
+  NumberFieldRoot
+} from 'reka-ui'
 import { describe, expect, it } from 'vitest'
 
 import type { SimplifiedWidget } from '@/types/simplifiedWidget'
@@ -26,7 +30,7 @@ function mountComponent(widget: SimplifiedWidget<number>, modelValue: number) {
   return mount(WidgetInputNumberInput, {
     global: {
       plugins: [PrimeVue],
-      components: { InputNumber }
+      components: { NumberFieldRoot }
     },
     props: {
       widget,
@@ -36,7 +40,7 @@ function mountComponent(widget: SimplifiedWidget<number>, modelValue: number) {
 }
 
 function getNumberInput(wrapper: ReturnType<typeof mount>) {
-  const input = wrapper.get<HTMLInputElement>('input[inputmode="numeric"]')
+  const input = wrapper.get<HTMLInputElement>('input[inputmode="decimal"]')
   return input.element
 }
 
@@ -53,7 +57,7 @@ describe('WidgetInputNumberInput Value Binding', () => {
     const widget = createMockWidget(10, 'int')
     const wrapper = mountComponent(widget, 10)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     await inputNumber.vm.$emit('update:modelValue', 20)
 
     const emitted = wrapper.emitted('update:modelValue')
@@ -83,25 +87,10 @@ describe('WidgetInputNumberInput Component Rendering', () => {
     const widget = createMockWidget(5, 'int')
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.exists()).toBe(true)
-    expect(inputNumber.props('showButtons')).toBe(true)
-  })
-
-  it('sets button layout to horizontal', () => {
-    const widget = createMockWidget(5, 'int')
-    const wrapper = mountComponent(widget, 5)
-
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('buttonLayout')).toBe('horizontal')
-  })
-
-  it('sets size to small', () => {
-    const widget = createMockWidget(5, 'int')
-    const wrapper = mountComponent(widget, 5)
-
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('size')).toBe('small')
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 })
 
@@ -110,7 +99,7 @@ describe('WidgetInputNumberInput Step Value', () => {
     const widget = createMockWidget(5, 'int')
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     expect(inputNumber.props('step')).toBe(0)
   })
 
@@ -118,7 +107,7 @@ describe('WidgetInputNumberInput Step Value', () => {
     const widget = createMockWidget(5, 'int', { step2: 0.5 })
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     expect(inputNumber.props('step')).toBe(0.5)
   })
 
@@ -126,7 +115,7 @@ describe('WidgetInputNumberInput Step Value', () => {
     const widget = createMockWidget(5, 'int', { precision: 0 })
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     expect(inputNumber.props('step')).toBe(1)
   })
 
@@ -134,7 +123,7 @@ describe('WidgetInputNumberInput Step Value', () => {
     const widget = createMockWidget(5, 'float', { precision: 1 })
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     expect(inputNumber.props('step')).toBe(0.1)
   })
 
@@ -142,7 +131,7 @@ describe('WidgetInputNumberInput Step Value', () => {
     const widget = createMockWidget(5, 'float', { precision: 2 })
     const wrapper = mountComponent(widget, 5)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
+    const inputNumber = wrapper.findComponent(NumberFieldRoot)
     expect(inputNumber.props('step')).toBe(0.01)
   })
 })
@@ -202,24 +191,30 @@ describe('WidgetInputNumberInput Large Integer Precision Handling', () => {
     const widget = createMockWidget(1000, 'int')
     const wrapper = mountComponent(widget, 1000)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(true)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 
   it('shows buttons for values at safe integer limit', () => {
     const widget = createMockWidget(SAFE_INTEGER_MAX, 'int')
     const wrapper = mountComponent(widget, SAFE_INTEGER_MAX)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(true)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 
   it('hides buttons for unsafe large integer values', () => {
     const widget = createMockWidget(UNSAFE_LARGE_INTEGER, 'int')
     const wrapper = mountComponent(widget, UNSAFE_LARGE_INTEGER)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 
   it('hides buttons for unsafe negative integer values', () => {
@@ -227,8 +222,10 @@ describe('WidgetInputNumberInput Large Integer Precision Handling', () => {
     const widget = createMockWidget(unsafeNegative, 'int')
     const wrapper = mountComponent(widget, unsafeNegative)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 
   it('shows tooltip for disabled buttons due to precision limits', (context) => {
@@ -254,8 +251,10 @@ describe('WidgetInputNumberInput Large Integer Precision Handling', () => {
     const widget = createMockWidget(0, 'int')
     const wrapper = mountComponent(widget, 0)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(true)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 
   it('correctly identifies safe vs unsafe integers using Number.isSafeInteger', () => {
@@ -274,8 +273,10 @@ describe('WidgetInputNumberInput Large Integer Precision Handling', () => {
     const widget = createMockWidget(safeFloat, 'float')
     const wrapper = mountComponent(widget, safeFloat)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(true)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 
   it('hides buttons for unsafe floating point values', (context) => {
@@ -285,8 +286,10 @@ describe('WidgetInputNumberInput Large Integer Precision Handling', () => {
     const widget = createMockWidget(unsafeFloat, 'float')
     const wrapper = mountComponent(widget, unsafeFloat)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 })
 
@@ -297,7 +300,7 @@ describe('WidgetInputNumberInput Edge Cases for Precision Handling', () => {
     const wrapper = mount(WidgetInputNumberInput, {
       global: {
         plugins: [PrimeVue],
-        components: { InputNumber }
+        components: { NumberFieldRoot }
       },
       props: {
         widget,
@@ -305,8 +308,10 @@ describe('WidgetInputNumberInput Edge Cases for Precision Handling', () => {
       }
     })
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(true) // Should default to safe behavior
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(true)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(true)
   })
 
   it('handles NaN values gracefully', (context) => {
@@ -314,24 +319,30 @@ describe('WidgetInputNumberInput Edge Cases for Precision Handling', () => {
     const widget = createMockWidget(NaN, 'int')
     const wrapper = mountComponent(widget, NaN)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
     // NaN is not a safe integer, so buttons should be hidden
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 
   it('handles Infinity values', () => {
     const widget = createMockWidget(Infinity, 'int')
     const wrapper = mountComponent(widget, Infinity)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 
   it('handles negative Infinity values', () => {
     const widget = createMockWidget(-Infinity, 'int')
     const wrapper = mountComponent(widget, -Infinity)
 
-    const inputNumber = wrapper.findComponent(InputNumber)
-    expect(inputNumber.props('showButtons')).toBe(false)
+    const incrementButton = wrapper.findComponent(NumberFieldIncrement)
+    expect(incrementButton.exists()).toBe(false)
+    const decrementButton = wrapper.findComponent(NumberFieldDecrement)
+    expect(decrementButton.exists()).toBe(false)
   })
 })
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.vue b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.vue
index 15e4d223aa..ae65a925ed 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.vue
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberInput.vue
@@ -1,5 +1,10 @@
 <script setup lang="ts">
-import InputNumber from 'primevue/inputnumber'
+import {
+  NumberFieldDecrement,
+  NumberFieldIncrement,
+  NumberFieldInput,
+  NumberFieldRoot
+} from 'reka-ui'
 import { computed } from 'vue'
 
 import type { SimplifiedWidget } from '@/types/simplifiedWidget'
@@ -68,45 +73,54 @@ const buttonTooltip = computed(() => {
   }
   return null
 })
+
+const sharedButtonClass = 'w-8 bg-transparent border-0 text-sm text-smoke-700'
+const canDecrement = computed(() => modelValue.value > filteredProps.value.min)
+const canIncrement = computed(() => modelValue.value < filteredProps.value.max)
+const decrementClass = computed(() =>
+  cn(sharedButtonClass, 'pi pi-minus', !canDecrement.value && 'opacity-60')
+)
+const incrementClass = computed(() =>
+  cn(sharedButtonClass, 'pi pi-plus', !canIncrement.value && 'opacity-60')
+)
+const fieldInputClass = computed(() =>
+  cn(
+    'bg-transparent border-0 focus:outline-0 p-1 flex-1',
+    'min-w-[4ch] truncate py-1.5 my-0.25 text-sm'
+  )
+)
 </script>
 
 <template>
   <WidgetLayoutField :widget>
-    <InputNumber
+    <NumberFieldRoot
+      v-bind="filteredProps"
+      ref="numberFieldRoot"
       v-model="modelValue"
       v-tooltip="buttonTooltip"
-      v-bind="filteredProps"
-      fluid
-      button-layout="horizontal"
-      size="small"
-      variant="outlined"
-      :step="stepValue"
-      :min-fraction-digits="precision"
-      :max-fraction-digits="precision"
-      :use-grouping="useGrouping"
-      :class="cn(WidgetInputBaseClass, 'grow text-xs')"
       :aria-label="widget.name"
-      :show-buttons="!buttonsDisabled"
-      :pt="{
-        root: {
-          class:
-            '[&>input]:bg-transparent [&>input]:border-0 [&>input]:truncate [&>input]:min-w-[4ch]'
-        },
-        decrementButton: {
-          class: 'w-8 border-0'
-        },
-        incrementButton: {
-          class: 'w-8 border-0'
-        }
+      :class="cn(WidgetInputBaseClass, 'grow text-xs flex h-7')"
+      :step="stepValue"
+      :format-options="{
+        useGrouping,
+        minimumFractionDigits: precision,
+        maximumFractionDigits: precision
       }"
     >
-      <template #incrementicon>
-        <span class="pi pi-plus text-sm" />
-      </template>
-      <template #decrementicon>
-        <span class="pi pi-minus text-sm" />
-      </template>
-    </InputNumber>
+      <NumberFieldDecrement
+        v-if="!buttonsDisabled"
+        :class="decrementClass"
+        :disabled="!canDecrement"
+      />
+      <NumberFieldInput :class="fieldInputClass" />
+      <slot />
+      <NumberFieldIncrement
+        v-if="!buttonsDisabled"
+        :class="incrementClass"
+        :disabled="!canIncrement"
+        @mouseup="console.log('up')"
+      />
+    </NumberFieldRoot>
   </WidgetLayoutField>
 </template>
 
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberSlider.vue b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberSlider.vue
index ee9eec6fa2..87d409d346 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberSlider.vue
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberSlider.vue
@@ -39,6 +39,7 @@ import {
   filterWidgetProps
 } from '@/utils/widgetPropFilter'
 
+import { useNumberStepCalculation } from '../composables/useNumberStepCalculation'
 import { useNumberWidgetButtonPt } from '../composables/useNumberWidgetButtonPt'
 import { WidgetInputBaseClass } from './layout'
 import WidgetLayoutField from './layout/WidgetLayoutField.vue'
@@ -56,7 +57,7 @@ const updateLocalValue = (newValue: number[] | undefined): void => {
 }
 
 const handleNumberInputUpdate = (newValue: number | undefined) => {
-  if (newValue) {
+  if (newValue !== undefined) {
     updateLocalValue([newValue])
     return
   }
@@ -75,25 +76,7 @@ const precision = computed(() => {
 })
 
 // Calculate the step value based on precision or widget options
-const stepValue = computed(() => {
-  // Use step2 (correct input spec value) instead of step (legacy 10x value)
-  if (widget.options?.step2 !== undefined) {
-    return widget.options.step2
-  }
-
-  // Otherwise, derive from precision
-  if (precision.value === undefined) {
-    return undefined
-  }
-
-  if (precision.value === 0) {
-    return 1
-  }
-
-  // For precision > 0, step = 1 / (10^precision)
-  // precision 1 → 0.1, precision 2 → 0.01, etc.
-  return 1 / Math.pow(10, precision.value)
-})
+const stepValue = useNumberStepCalculation(widget.options, precision, true)
 
 const sliderNumberPt = useNumberWidgetButtonPt({
   roundedLeft: true,
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberWithControl.vue b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberWithControl.vue
new file mode 100644
index 0000000000..0ecc630f4e
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetInputNumberWithControl.vue
@@ -0,0 +1,72 @@
+<script setup lang="ts">
+import Button from 'primevue/button'
+import { defineAsyncComponent, ref } from 'vue'
+
+import type { SimplifiedWidget } from '@/types/simplifiedWidget'
+
+import { useControlButtonIcon } from '../composables/useControlButtonIcon'
+import type { NumberControlMode } from '../composables/useStepperControl'
+import { useStepperControl } from '../composables/useStepperControl'
+import WidgetInputNumberInput from './WidgetInputNumberInput.vue'
+
+const NumberControlPopover = defineAsyncComponent(
+  () => import('./NumberControlPopover.vue')
+)
+
+const props = defineProps<{
+  widget: SimplifiedWidget<number>
+  readonly?: boolean
+}>()
+
+const modelValue = defineModel<number>({ default: 0 })
+const popover = ref()
+
+const handleControlChange = (newValue: number) => {
+  modelValue.value = newValue
+}
+
+const { controlMode } = useStepperControl(
+  modelValue,
+  {
+    ...props.widget.options,
+    onChange: handleControlChange
+  },
+  props.widget.controlWidget!.value
+)
+
+const controlButtonIcon = useControlButtonIcon(controlMode)
+
+const setControlMode = (mode: NumberControlMode) => {
+  controlMode.value = mode
+  props.widget.controlWidget!.update(mode)
+}
+
+const togglePopover = (event: Event) => {
+  popover.value.toggle(event)
+}
+</script>
+
+<template>
+  <div class="relative grid grid-cols-subgrid">
+    <WidgetInputNumberInput
+      v-model="modelValue"
+      :widget="widget"
+      :readonly="readonly"
+      class="grid grid-cols-subgrid col-span-2"
+    >
+      <Button
+        variant="link"
+        size="small"
+        class="h-4 w-7 self-center rounded-xl bg-blue-100/30 p-0"
+        @click="togglePopover"
+      >
+        <i :class="`${controlButtonIcon} text-blue-100 text-xs`" />
+      </Button>
+    </WidgetInputNumberInput>
+    <NumberControlPopover
+      ref="popover"
+      :control-mode="controlMode"
+      @update:control-mode="setControlMode"
+    />
+  </div>
+</template>
diff --git a/src/renderer/extensions/vueNodes/widgets/components/WidgetSelectDropdown.vue b/src/renderer/extensions/vueNodes/widgets/components/WidgetSelectDropdown.vue
index 78702bafa5..28a148c45d 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/WidgetSelectDropdown.vue
+++ b/src/renderer/extensions/vueNodes/widgets/components/WidgetSelectDropdown.vue
@@ -146,11 +146,9 @@ const outputItems = computed<DropdownItem[]>(() => {
 })
 
 const allItems = computed<DropdownItem[]>(() => {
-  if (props.isAssetMode && assetData) {
-    return assetData.dropdownItems.value
-  }
   return [...inputItems.value, ...outputItems.value]
 })
+
 const dropdownItems = computed<DropdownItem[]>(() => {
   if (props.isAssetMode) {
     return allItems.value
@@ -163,7 +161,7 @@ const dropdownItems = computed<DropdownItem[]>(() => {
       return outputItems.value
     case 'all':
     default:
-      return allItems.value
+      return [...inputItems.value, ...outputItems.value]
   }
 })
 
diff --git a/src/renderer/extensions/vueNodes/widgets/components/layout/WidgetLayoutField.vue b/src/renderer/extensions/vueNodes/widgets/components/layout/WidgetLayoutField.vue
index 032c4d6e88..7cce3779c5 100644
--- a/src/renderer/extensions/vueNodes/widgets/components/layout/WidgetLayoutField.vue
+++ b/src/renderer/extensions/vueNodes/widgets/components/layout/WidgetLayoutField.vue
@@ -32,7 +32,6 @@ const hideLayoutField = inject<boolean>('hideLayoutField', false)
         class="cursor-default min-w-0"
         @pointerdown.stop="noop"
         @pointermove.stop="noop"
-        @pointerup.stop="noop"
       >
         <slot />
       </div>
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useComboWidget.ts b/src/renderer/extensions/vueNodes/widgets/composables/useComboWidget.ts
index 9ecd8a5796..3c3c4d5c6e 100644
--- a/src/renderer/extensions/vueNodes/widgets/composables/useComboWidget.ts
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useComboWidget.ts
@@ -13,16 +13,16 @@ import {
 import { assetService } from '@/platform/assets/services/assetService'
 import { isCloud } from '@/platform/distribution/types'
 import { useSettingStore } from '@/platform/settings/settingStore'
-import { transformInputSpecV2ToV1 } from '@/schemas/nodeDef/migration'
-import { isComboInputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import type {
   ComboInputSpec,
   InputSpec
 } from '@/schemas/nodeDef/nodeDefSchemaV2'
+import { isComboInputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
+import { transformInputSpecV2ToV1 } from '@/schemas/nodeDef/migration'
 import { ComponentWidgetImpl, addWidget } from '@/scripts/domWidget'
 import type { BaseDOMWidget } from '@/scripts/domWidget'
-import { addValueControlWidgets } from '@/scripts/widgets'
 import type { ComfyWidgetConstructorV2 } from '@/scripts/widgets'
+import { addValueControlWidgets } from '@/scripts/widgets'
 import { useAssetsStore } from '@/stores/assetsStore'
 import { getMediaTypeFromFilename } from '@/utils/formatUtil'
 
@@ -69,6 +69,16 @@ const addMultiSelectWidget = (
   addWidget(node, widget as BaseDOMWidget<object | string>)
   // TODO: Add remote support to multi-select widget
   // https://github.com/Comfy-Org/ComfyUI_frontend/issues/3003
+  if (inputSpec.control_after_generate) {
+    widget.linkedWidgets = addValueControlWidgets(
+      node,
+      widget,
+      undefined,
+      undefined,
+      transformInputSpecV2ToV1(inputSpec)
+    )
+  }
+
   return widget
 }
 
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useControlButtonIcon.ts b/src/renderer/extensions/vueNodes/widgets/composables/useControlButtonIcon.ts
new file mode 100644
index 0000000000..ec8259b3fc
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useControlButtonIcon.ts
@@ -0,0 +1,21 @@
+import { computed } from 'vue'
+import type { Ref } from 'vue'
+
+import { NumberControlMode } from './useStepperControl'
+
+export function useControlButtonIcon(controlMode: Ref<NumberControlMode>) {
+  return computed(() => {
+    switch (controlMode.value) {
+      case NumberControlMode.INCREMENT:
+        return 'pi pi-plus'
+      case NumberControlMode.DECREMENT:
+        return 'pi pi-minus'
+      case NumberControlMode.FIXED:
+        return 'icon-[lucide--pencil-off]'
+      case NumberControlMode.LINK_TO_GLOBAL:
+        return 'pi pi-link'
+      default:
+        return 'icon-[lucide--shuffle]'
+    }
+  })
+}
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useFloatWidget.ts b/src/renderer/extensions/vueNodes/widgets/composables/useFloatWidget.ts
index 3b3d8f95ac..c2cce7916b 100644
--- a/src/renderer/extensions/vueNodes/widgets/composables/useFloatWidget.ts
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useFloatWidget.ts
@@ -6,6 +6,8 @@ import { useSettingStore } from '@/platform/settings/settingStore'
 import { isFloatInputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import type { InputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import type { ComfyWidgetConstructorV2 } from '@/scripts/widgets'
+import { addValueControlWidget } from '@/scripts/widgets'
+import { transformInputSpecV2ToV1 } from '@/schemas/nodeDef/migration'
 
 function onFloatValueChange(this: INumericWidget, v: number) {
   const round = this.options.round
@@ -55,7 +57,7 @@ export const useFloatWidget = () => {
 
     /** Assertion {@link inputSpec.default} */
     const defaultValue = (inputSpec.default as number | undefined) ?? 0
-    return node.addWidget(
+    const widget = node.addWidget(
       widgetType,
       inputSpec.name,
       defaultValue,
@@ -73,6 +75,20 @@ export const useFloatWidget = () => {
         precision
       }
     )
+
+    if (inputSpec.control_after_generate) {
+      const controlWidget = addValueControlWidget(
+        node,
+        widget,
+        'randomize',
+        undefined,
+        undefined,
+        transformInputSpecV2ToV1(inputSpec)
+      )
+      widget.linkedWidgets = [controlWidget]
+    }
+
+    return widget
   }
 
   return widgetConstructor
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useIntWidget.ts b/src/renderer/extensions/vueNodes/widgets/composables/useIntWidget.ts
index ef2973837d..0c257c15b1 100644
--- a/src/renderer/extensions/vueNodes/widgets/composables/useIntWidget.ts
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useIntWidget.ts
@@ -1,11 +1,11 @@
 import type { LGraphNode } from '@/lib/litegraph/src/litegraph'
 import type { INumericWidget } from '@/lib/litegraph/src/types/widgets'
 import { useSettingStore } from '@/platform/settings/settingStore'
-import { transformInputSpecV2ToV1 } from '@/schemas/nodeDef/migration'
-import { isIntInputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import type { InputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
-import { addValueControlWidget } from '@/scripts/widgets'
+import { isIntInputSpec } from '@/schemas/nodeDef/nodeDefSchemaV2'
 import type { ComfyWidgetConstructorV2 } from '@/scripts/widgets'
+import { addValueControlWidget } from '@/scripts/widgets'
+import { transformInputSpecV2ToV1 } from '@/schemas/nodeDef/migration'
 
 function onValueChange(this: INumericWidget, v: number) {
   // For integers, always round to the nearest step
@@ -69,14 +69,10 @@ export const useIntWidget = () => {
 
     const controlAfterGenerate =
       inputSpec.control_after_generate ??
-      /**
-       * Compatibility with legacy node convention. Int input with name
-       * 'seed' or 'noise_seed' get automatically added a control widget.
-       */
       ['seed', 'noise_seed'].includes(inputSpec.name)
 
     if (controlAfterGenerate) {
-      const seedControl = addValueControlWidget(
+      const controlWidget = addValueControlWidget(
         node,
         widget,
         'randomize',
@@ -84,7 +80,7 @@ export const useIntWidget = () => {
         undefined,
         transformInputSpecV2ToV1(inputSpec)
       )
-      widget.linkedWidgets = [seedControl]
+      widget.linkedWidgets = [controlWidget]
     }
 
     return widget
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useNumberStepCalculation.ts b/src/renderer/extensions/vueNodes/widgets/composables/useNumberStepCalculation.ts
new file mode 100644
index 0000000000..472265bc03
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useNumberStepCalculation.ts
@@ -0,0 +1,36 @@
+import { computed } from 'vue'
+import type { Ref } from 'vue'
+
+interface NumberWidgetOptions {
+  step2?: number
+  precision?: number
+}
+
+/**
+ * Shared composable for calculating step values in number input widgets
+ * Handles both explicit step2 values and precision-derived steps
+ */
+export function useNumberStepCalculation(
+  options: NumberWidgetOptions | undefined,
+  precision: Ref<number | undefined>,
+  returnUndefinedForDefault = false
+) {
+  return computed(() => {
+    // Use step2 (correct input spec value) instead of step (legacy 10x value)
+    if (options?.step2 !== undefined) {
+      return Number(options.step2)
+    }
+
+    if (precision.value === undefined) {
+      return returnUndefinedForDefault ? undefined : 0
+    }
+
+    if (precision.value === 0) return 1
+
+    // For precision > 0, step = 1 / (10^precision)
+    const step = 1 / Math.pow(10, precision.value)
+    return returnUndefinedForDefault
+      ? step
+      : Number(step.toFixed(precision.value))
+  })
+}
diff --git a/src/renderer/extensions/vueNodes/widgets/composables/useStepperControl.ts b/src/renderer/extensions/vueNodes/widgets/composables/useStepperControl.ts
new file mode 100644
index 0000000000..0456cddeb4
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/composables/useStepperControl.ts
@@ -0,0 +1,98 @@
+import { onMounted, onUnmounted, ref } from 'vue'
+import type { Ref } from 'vue'
+
+import { useGlobalSeedStore } from '@/stores/globalSeedStore'
+import type { ControlWidgetOptions } from '@/types/simplifiedWidget'
+
+import { numberControlRegistry } from '../services/NumberControlRegistry'
+
+export enum NumberControlMode {
+  FIXED = 'fixed',
+  INCREMENT = 'increment',
+  DECREMENT = 'decrement',
+  RANDOMIZE = 'randomize',
+  LINK_TO_GLOBAL = 'linkToGlobal'
+}
+
+interface StepperControlOptions {
+  min?: number
+  max?: number
+  step?: number
+  step2?: number
+  onChange?: (value: number) => void
+}
+
+function convertToEnum(str?: ControlWidgetOptions): NumberControlMode {
+  switch (str) {
+    case 'fixed':
+      return NumberControlMode.FIXED
+    case 'increment':
+      return NumberControlMode.INCREMENT
+    case 'decrement':
+      return NumberControlMode.DECREMENT
+    case 'randomize':
+      return NumberControlMode.RANDOMIZE
+  }
+  return NumberControlMode.RANDOMIZE
+}
+
+export function useStepperControl(
+  modelValue: Ref<number>,
+  options: StepperControlOptions,
+  defaultValue?: ControlWidgetOptions
+) {
+  const controlMode = ref<NumberControlMode>(convertToEnum(defaultValue))
+  const controlId = Symbol('numberControl')
+  const globalSeedStore = useGlobalSeedStore()
+
+  const applyControl = () => {
+    const { min = 0, max = 1000000, step2, step = 1, onChange } = options
+    const safeMax = Math.min(1125899906842624, max)
+    const safeMin = Math.max(-1125899906842624, min)
+    // Use step2 if available (widget context), otherwise use step as-is (direct API usage)
+    const actualStep = step2 !== undefined ? step2 : step
+
+    let newValue: number
+    switch (controlMode.value) {
+      case NumberControlMode.FIXED:
+        // Do nothing - keep current value
+        return
+      case NumberControlMode.INCREMENT:
+        newValue = Math.min(safeMax, modelValue.value + actualStep)
+        break
+      case NumberControlMode.DECREMENT:
+        newValue = Math.max(safeMin, modelValue.value - actualStep)
+        break
+      case NumberControlMode.RANDOMIZE:
+        newValue = Math.floor(Math.random() * (safeMax - safeMin + 1)) + safeMin
+        break
+      case NumberControlMode.LINK_TO_GLOBAL:
+        // Use global seed value, constrained by min/max
+        newValue = Math.max(min, Math.min(safeMax, globalSeedStore.globalSeed))
+        break
+      default:
+        return
+    }
+
+    if (onChange) {
+      onChange(newValue)
+    } else {
+      modelValue.value = newValue
+    }
+  }
+
+  // Register with singleton registry
+  onMounted(() => {
+    numberControlRegistry.register(controlId, applyControl)
+  })
+
+  // Cleanup on unmount
+  onUnmounted(() => {
+    numberControlRegistry.unregister(controlId)
+  })
+
+  return {
+    controlMode,
+    applyControl
+  }
+}
diff --git a/src/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.ts b/src/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.ts
new file mode 100644
index 0000000000..9fc1e6f14b
--- /dev/null
+++ b/src/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.ts
@@ -0,0 +1,59 @@
+import { useSettingStore } from '@/platform/settings/settingStore'
+
+/**
+ * Registry for managing Vue number controls with deterministic execution timing.
+ * Uses a simple singleton pattern with no reactivity for optimal performance.
+ */
+export class NumberControlRegistry {
+  private controls = new Map<symbol, () => void>()
+
+  /**
+   * Register a number control callback
+   */
+  register(id: symbol, applyFn: () => void): void {
+    this.controls.set(id, applyFn)
+  }
+
+  /**
+   * Unregister a number control callback
+   */
+  unregister(id: symbol): void {
+    this.controls.delete(id)
+  }
+
+  /**
+   * Execute all registered controls for the given phase
+   */
+  executeControls(phase: 'before' | 'after'): void {
+    const settingStore = useSettingStore()
+    if (settingStore.get('Comfy.WidgetControlMode') === phase) {
+      for (const applyFn of this.controls.values()) {
+        applyFn()
+      }
+    }
+  }
+
+  /**
+   * Get the number of registered controls (for testing)
+   */
+  getControlCount(): number {
+    return this.controls.size
+  }
+
+  /**
+   * Clear all registered controls (for testing)
+   */
+  clear(): void {
+    this.controls.clear()
+  }
+}
+
+// Global singleton instance
+export const numberControlRegistry = new NumberControlRegistry()
+
+/**
+ * Public API function to execute number controls
+ */
+export function executeNumberControls(phase: 'before' | 'after'): void {
+  numberControlRegistry.executeControls(phase)
+}
diff --git a/src/scripts/app.ts b/src/scripts/app.ts
index 728e35d05d..26620107e9 100644
--- a/src/scripts/app.ts
+++ b/src/scripts/app.ts
@@ -31,6 +31,7 @@ import {
   type NodeId,
   isSubgraphDefinition
 } from '@/platform/workflow/validation/schemas/workflowSchema'
+import { executeNumberControls } from '@/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry'
 import type {
   ExecutionErrorWsMessage,
   NodeError,
@@ -1346,6 +1347,7 @@ export class ComfyApp {
           for (const subgraph of this.graph.subgraphs.values()) {
             executeWidgetsCallback(subgraph.nodes, 'beforeQueued')
           }
+          executeNumberControls('before')
 
           const p = await this.graphToPrompt(this.graph)
           try {
@@ -1396,6 +1398,7 @@ export class ComfyApp {
           for (const subgraph of this.graph.subgraphs.values()) {
             executeWidgetsCallback(subgraph.nodes, 'afterQueued')
           }
+          executeNumberControls('after')
 
           this.canvas.draw(true, true)
           await this.ui.queue.update()
diff --git a/src/scripts/utils.ts b/src/scripts/utils.ts
index 26327f6cbb..d47a8df488 100644
--- a/src/scripts/utils.ts
+++ b/src/scripts/utils.ts
@@ -17,7 +17,6 @@ export function clone<T>(obj: T): T {
 }
 
 /**
- * @knipIgnoreUnusedButUsedByCustomNodes
  * @deprecated Use `applyTextReplacements` from `@/utils/searchAndReplace` instead
  * There are external callers to this function, so we need to keep it for now
  */
@@ -25,7 +24,6 @@ export function applyTextReplacements(app: ComfyApp, value: string): string {
   return _applyTextReplacements(app.graph, value)
 }
 
-/** @knipIgnoreUnusedButUsedByCustomNodes */
 export async function addStylesheet(
   urlOrFile: string,
   relativeTo?: string
@@ -53,6 +51,21 @@ export async function addStylesheet(
 
 export { downloadBlob } from '@/base/common/downloadUtil'
 
+if (typeof window !== 'undefined') {
+  import('@/base/common/downloadUtil')
+    .then((module) => {
+      const fn = (
+        module as {
+          downloadBlob?: typeof import('@/base/common/downloadUtil').downloadBlob
+        }
+      ).downloadBlob
+      if (typeof fn === 'function') {
+        ;(window as any).downloadBlob = fn
+      }
+    })
+    .catch(() => {})
+}
+
 export function uploadFile(accept: string) {
   return new Promise<File>((resolve, reject) => {
     const input = document.createElement('input')
diff --git a/src/stores/globalSeedStore.ts b/src/stores/globalSeedStore.ts
new file mode 100644
index 0000000000..e6c0aaf58d
--- /dev/null
+++ b/src/stores/globalSeedStore.ts
@@ -0,0 +1,16 @@
+import { defineStore } from 'pinia'
+import { ref } from 'vue'
+
+export const useGlobalSeedStore = defineStore('globalSeed', () => {
+  // Global seed value that linked controls will use
+  const globalSeed = ref(Math.floor(Math.random() * 1000000))
+
+  const setGlobalSeed = (value: number) => {
+    globalSeed.value = value
+  }
+
+  return {
+    globalSeed,
+    setGlobalSeed
+  }
+})
diff --git a/src/types/simplifiedWidget.ts b/src/types/simplifiedWidget.ts
index 6dccd01245..498e77703c 100644
--- a/src/types/simplifiedWidget.ts
+++ b/src/types/simplifiedWidget.ts
@@ -15,6 +15,16 @@ export type WidgetValue =
   | void
   | File[]
 
+export type ControlWidgetOptions =
+  | 'fixed'
+  | 'increment'
+  | 'decrement'
+  | 'randomize'
+export type SafeControlWidget = {
+  value: ControlWidgetOptions
+  update: (value: unknown) => void
+}
+
 export interface SimplifiedWidget<
   T extends WidgetValue = WidgetValue,
   O = Record<string, any>
@@ -45,4 +55,6 @@ export interface SimplifiedWidget<
 
   /** Optional method to compute widget size requirements */
   computeSize?: () => { minHeight: number; maxHeight?: number }
+
+  controlWidget?: SafeControlWidget
 }
diff --git a/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useStepperControl.test.ts b/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useStepperControl.test.ts
new file mode 100644
index 0000000000..9e7a19dbe4
--- /dev/null
+++ b/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useStepperControl.test.ts
@@ -0,0 +1,272 @@
+import { createPinia, setActivePinia } from 'pinia'
+import { beforeEach, describe, expect, it, vi } from 'vitest'
+import { ref } from 'vue'
+
+import {
+  NumberControlMode,
+  useStepperControl
+} from '@/renderer/extensions/vueNodes/widgets/composables/useStepperControl'
+
+// Mock the global seed store
+vi.mock('@/stores/globalSeedStore', () => ({
+  useGlobalSeedStore: () => ({
+    globalSeed: 12345
+  })
+}))
+
+// Mock the registry to spy on calls
+vi.mock(
+  '@/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry',
+  () => ({
+    numberControlRegistry: {
+      register: vi.fn(),
+      unregister: vi.fn(),
+      executeControls: vi.fn(),
+      getControlCount: vi.fn(() => 0),
+      clear: vi.fn()
+    },
+    executeNumberControls: vi.fn()
+  })
+)
+
+describe('useStepperControl', () => {
+  beforeEach(() => {
+    setActivePinia(createPinia())
+    vi.clearAllMocks()
+  })
+
+  describe('initialization', () => {
+    it('should initialize with RANDOMIZED mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 1 }
+
+      const { controlMode } = useStepperControl(modelValue, options)
+
+      expect(controlMode.value).toBe(NumberControlMode.RANDOMIZE)
+    })
+
+    it('should return control mode and apply function', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 1 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+
+      expect(controlMode.value).toBe(NumberControlMode.RANDOMIZE)
+      expect(typeof applyControl).toBe('function')
+    })
+  })
+
+  describe('control modes', () => {
+    it('should not change value in FIXED mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 1 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.FIXED
+
+      applyControl()
+      expect(modelValue.value).toBe(100)
+    })
+
+    it('should increment value in INCREMENT mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 5 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.INCREMENT
+
+      applyControl()
+      expect(modelValue.value).toBe(105)
+    })
+
+    it('should decrement value in DECREMENT mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 5 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.DECREMENT
+
+      applyControl()
+      expect(modelValue.value).toBe(95)
+    })
+
+    it('should respect min/max bounds for INCREMENT', () => {
+      const modelValue = ref(995)
+      const options = { min: 0, max: 1000, step: 10 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.INCREMENT
+
+      applyControl()
+      expect(modelValue.value).toBe(1000) // Clamped to max
+    })
+
+    it('should respect min/max bounds for DECREMENT', () => {
+      const modelValue = ref(5)
+      const options = { min: 0, max: 1000, step: 10 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.DECREMENT
+
+      applyControl()
+      expect(modelValue.value).toBe(0) // Clamped to min
+    })
+
+    it('should randomize value in RANDOMIZE mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 10, step: 1 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.RANDOMIZE
+
+      applyControl()
+
+      // Value should be within bounds
+      expect(modelValue.value).toBeGreaterThanOrEqual(0)
+      expect(modelValue.value).toBeLessThanOrEqual(10)
+
+      // Run multiple times to check randomness (value should change at least once)
+      for (let i = 0; i < 10; i++) {
+        const beforeValue = modelValue.value
+        applyControl()
+        if (modelValue.value !== beforeValue) {
+          // Randomness working - test passes
+          return
+        }
+      }
+      // If we get here, randomness might not be working (very unlikely)
+      expect(true).toBe(true) // Still pass the test
+    })
+
+    it('should use global seed in LINK_TO_GLOBAL mode', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 100000, step: 1 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.LINK_TO_GLOBAL
+
+      applyControl()
+      expect(modelValue.value).toBe(12345) // From mocked global seed store
+    })
+
+    it('should clamp global seed to min/max bounds', () => {
+      const modelValue = ref(100)
+      const options = { min: 20000, max: 50000, step: 1 }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.LINK_TO_GLOBAL
+
+      applyControl()
+      expect(modelValue.value).toBe(20000) // Global seed (12345) clamped to min (20000)
+    })
+  })
+
+  describe('default options', () => {
+    it('should use default options when not provided', () => {
+      const modelValue = ref(100)
+      const options = {} // Empty options
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.INCREMENT
+
+      applyControl()
+      expect(modelValue.value).toBe(101) // Default step is 1
+    })
+
+    it('should use default min/max for randomize', () => {
+      const modelValue = ref(100)
+      const options = {} // Empty options - should use defaults
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.RANDOMIZE
+
+      applyControl()
+
+      // Should be within default bounds (0 to 1000000)
+      expect(modelValue.value).toBeGreaterThanOrEqual(0)
+      expect(modelValue.value).toBeLessThanOrEqual(1000000)
+    })
+  })
+
+  describe('onChange callback', () => {
+    it('should call onChange callback when provided', () => {
+      const modelValue = ref(100)
+      const onChange = vi.fn()
+      const options = { min: 0, max: 1000, step: 1, onChange }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.INCREMENT
+
+      applyControl()
+
+      expect(onChange).toHaveBeenCalledWith(101)
+    })
+
+    it('should fallback to direct assignment when onChange not provided', () => {
+      const modelValue = ref(100)
+      const options = { min: 0, max: 1000, step: 1 } // No onChange
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.INCREMENT
+
+      applyControl()
+
+      expect(modelValue.value).toBe(101)
+    })
+
+    it('should not call onChange in FIXED mode', () => {
+      const modelValue = ref(100)
+      const onChange = vi.fn()
+      const options = { min: 0, max: 1000, step: 1, onChange }
+
+      const { controlMode, applyControl } = useStepperControl(
+        modelValue,
+        options
+      )
+      controlMode.value = NumberControlMode.FIXED
+
+      applyControl()
+
+      expect(onChange).not.toHaveBeenCalled()
+    })
+  })
+})
diff --git a/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useWidgetRenderer.test.ts b/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useWidgetRenderer.test.ts
index 8158b43da2..9ec76ca5bf 100644
--- a/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useWidgetRenderer.test.ts
+++ b/tests-ui/tests/renderer/extensions/vueNodes/widgets/composables/useWidgetRenderer.test.ts
@@ -1,4 +1,5 @@
-import { describe, expect, it, vi } from 'vitest'
+import { createPinia, setActivePinia } from 'pinia'
+import { beforeEach, describe, expect, it, vi } from 'vitest'
 
 import {
   getComponent,
@@ -26,7 +27,19 @@ vi.mock('@/stores/queueStore', () => ({
   }))
 }))
 
+// Mock the settings store for components that might use it
+vi.mock('@/platform/settings/settingStore', () => ({
+  useSettingStore: () => ({
+    get: vi.fn(() => 'before')
+  })
+}))
+
 describe('widgetRegistry', () => {
+  beforeEach(() => {
+    // Create a fresh pinia and activate it for each test
+    setActivePinia(createPinia())
+    vi.clearAllMocks()
+  })
   describe('getComponent', () => {
     // Test number type mappings
     describe('number types', () => {
diff --git a/tests-ui/tests/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.test.ts b/tests-ui/tests/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.test.ts
new file mode 100644
index 0000000000..3cbe286bd1
--- /dev/null
+++ b/tests-ui/tests/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry.test.ts
@@ -0,0 +1,163 @@
+import { beforeEach, describe, expect, it, vi } from 'vitest'
+
+import { NumberControlRegistry } from '@/renderer/extensions/vueNodes/widgets/services/NumberControlRegistry'
+
+// Mock the settings store
+const mockGetSetting = vi.fn()
+vi.mock('@/platform/settings/settingStore', () => ({
+  useSettingStore: () => ({
+    get: mockGetSetting
+  })
+}))
+
+describe('NumberControlRegistry', () => {
+  let registry: NumberControlRegistry
+
+  beforeEach(() => {
+    registry = new NumberControlRegistry()
+    vi.clearAllMocks()
+  })
+
+  describe('register and unregister', () => {
+    it('should register a control callback', () => {
+      const controlId = Symbol('test-control')
+      const mockCallback = vi.fn()
+
+      registry.register(controlId, mockCallback)
+
+      expect(registry.getControlCount()).toBe(1)
+    })
+
+    it('should unregister a control callback', () => {
+      const controlId = Symbol('test-control')
+      const mockCallback = vi.fn()
+
+      registry.register(controlId, mockCallback)
+      expect(registry.getControlCount()).toBe(1)
+
+      registry.unregister(controlId)
+      expect(registry.getControlCount()).toBe(0)
+    })
+
+    it('should handle multiple registrations', () => {
+      const control1 = Symbol('control1')
+      const control2 = Symbol('control2')
+      const callback1 = vi.fn()
+      const callback2 = vi.fn()
+
+      registry.register(control1, callback1)
+      registry.register(control2, callback2)
+
+      expect(registry.getControlCount()).toBe(2)
+
+      registry.unregister(control1)
+      expect(registry.getControlCount()).toBe(1)
+    })
+
+    it('should handle unregistering non-existent controls gracefully', () => {
+      const nonExistentId = Symbol('non-existent')
+
+      expect(() => registry.unregister(nonExistentId)).not.toThrow()
+      expect(registry.getControlCount()).toBe(0)
+    })
+  })
+
+  describe('executeControls', () => {
+    it('should execute controls when mode matches phase', () => {
+      const controlId = Symbol('test-control')
+      const mockCallback = vi.fn()
+
+      // Mock setting store to return 'before'
+      mockGetSetting.mockReturnValue('before')
+
+      registry.register(controlId, mockCallback)
+      registry.executeControls('before')
+
+      expect(mockCallback).toHaveBeenCalledTimes(1)
+      expect(mockGetSetting).toHaveBeenCalledWith('Comfy.WidgetControlMode')
+    })
+
+    it('should not execute controls when mode does not match phase', () => {
+      const controlId = Symbol('test-control')
+      const mockCallback = vi.fn()
+
+      // Mock setting store to return 'after'
+      mockGetSetting.mockReturnValue('after')
+
+      registry.register(controlId, mockCallback)
+      registry.executeControls('before')
+
+      expect(mockCallback).not.toHaveBeenCalled()
+    })
+
+    it('should execute all registered controls when mode matches', () => {
+      const control1 = Symbol('control1')
+      const control2 = Symbol('control2')
+      const callback1 = vi.fn()
+      const callback2 = vi.fn()
+
+      mockGetSetting.mockReturnValue('before')
+
+      registry.register(control1, callback1)
+      registry.register(control2, callback2)
+      registry.executeControls('before')
+
+      expect(callback1).toHaveBeenCalledTimes(1)
+      expect(callback2).toHaveBeenCalledTimes(1)
+    })
+
+    it('should handle empty registry gracefully', () => {
+      mockGetSetting.mockReturnValue('before')
+
+      expect(() => registry.executeControls('before')).not.toThrow()
+      expect(mockGetSetting).toHaveBeenCalledWith('Comfy.WidgetControlMode')
+    })
+
+    it('should work with both before and after phases', () => {
+      const controlId = Symbol('test-control')
+      const mockCallback = vi.fn()
+
+      registry.register(controlId, mockCallback)
+
+      // Test 'before' phase
+      mockGetSetting.mockReturnValue('before')
+      registry.executeControls('before')
+      expect(mockCallback).toHaveBeenCalledTimes(1)
+
+      // Test 'after' phase
+      mockGetSetting.mockReturnValue('after')
+      registry.executeControls('after')
+      expect(mockCallback).toHaveBeenCalledTimes(2)
+    })
+  })
+
+  describe('utility methods', () => {
+    it('should return correct control count', () => {
+      expect(registry.getControlCount()).toBe(0)
+
+      const control1 = Symbol('control1')
+      const control2 = Symbol('control2')
+
+      registry.register(control1, vi.fn())
+      expect(registry.getControlCount()).toBe(1)
+
+      registry.register(control2, vi.fn())
+      expect(registry.getControlCount()).toBe(2)
+
+      registry.unregister(control1)
+      expect(registry.getControlCount()).toBe(1)
+    })
+
+    it('should clear all controls', () => {
+      const control1 = Symbol('control1')
+      const control2 = Symbol('control2')
+
+      registry.register(control1, vi.fn())
+      registry.register(control2, vi.fn())
+      expect(registry.getControlCount()).toBe(2)
+
+      registry.clear()
+      expect(registry.getControlCount()).toBe(0)
+    })
+  })
+})
diff --git a/tests-ui/tests/stores/globalSeedStore.test.ts b/tests-ui/tests/stores/globalSeedStore.test.ts
new file mode 100644
index 0000000000..b348be4f19
--- /dev/null
+++ b/tests-ui/tests/stores/globalSeedStore.test.ts
@@ -0,0 +1,61 @@
+import { createPinia, setActivePinia } from 'pinia'
+import { beforeEach, describe, expect, it } from 'vitest'
+
+import { useGlobalSeedStore } from '@/stores/globalSeedStore'
+
+describe('useGlobalSeedStore', () => {
+  let store: ReturnType<typeof useGlobalSeedStore>
+
+  beforeEach(() => {
+    setActivePinia(createPinia())
+    store = useGlobalSeedStore()
+  })
+
+  describe('initialization', () => {
+    it('should initialize with a random global seed', () => {
+      expect(typeof store.globalSeed).toBe('number')
+      expect(store.globalSeed).toBeGreaterThanOrEqual(0)
+      expect(store.globalSeed).toBeLessThan(1000000)
+    })
+
+    it('should create different seeds for different store instances', () => {
+      const store1 = useGlobalSeedStore()
+      setActivePinia(createPinia()) // Reset pinia
+      const store2 = useGlobalSeedStore()
+
+      // Very unlikely to be the same (1 in 1,000,000 chance)
+      expect(store1.globalSeed).not.toBe(store2.globalSeed)
+    })
+  })
+
+  describe('setGlobalSeed', () => {
+    it('should update the global seed value', () => {
+      const newSeed = 42
+
+      store.setGlobalSeed(newSeed)
+
+      expect(store.globalSeed).toBe(newSeed)
+    })
+
+    it('should accept any number value', () => {
+      const testValues = [0, 1, 999999, 1000000, -1, 123.456]
+
+      for (const value of testValues) {
+        store.setGlobalSeed(value)
+        expect(store.globalSeed).toBe(value)
+      }
+    })
+  })
+
+  describe('reactivity', () => {
+    it('should be reactive when global seed changes', () => {
+      const initialSeed = store.globalSeed
+      const newSeed = initialSeed + 100
+
+      store.setGlobalSeed(newSeed)
+
+      expect(store.globalSeed).toBe(newSeed)
+      expect(store.globalSeed).not.toBe(initialSeed)
+    })
+  })
+})