diff --git a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/index.spec.tsx b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/index.spec.tsx
index 5c8d5e7489..29e5d37980 100644
--- a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/index.spec.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/index.spec.tsx
@@ -92,9 +92,21 @@ vi.mock('../../model-selector', () => ({
 }))
 
 vi.mock('../presets-parameter', () => ({
-  default: ({ onSelect }: { onSelect: (id: number) => void }) => (
-    <button onClick={() => onSelect(1)}>Preset 1</button>
-  ),
+  default: ({ onSelect, supportedParameterNames }: { onSelect: (id: number) => void, supportedParameterNames?: string[] }) => {
+    if (supportedParameterNames && !supportedParameterNames.includes('temperature'))
+      return null
+
+    return <button onClick={() => onSelect(1)}>Preset 1</button>
+  },
+}))
+
+vi.mock('../presets-parameter-utils', () => ({
+  getSupportedPresetConfig: (_toneId: number, supportedParameterNames?: string[]) => {
+    if (supportedParameterNames && !supportedParameterNames.includes('temperature'))
+      return {}
+
+    return { temperature: 0.8 }
+  },
 }))
 
 vi.mock('../trigger', () => ({
@@ -194,7 +206,28 @@ describe('ModelParameterModal', () => {
     render(<ModelParameterModal {...defaultProps} />)
     fireEvent.click(screen.getByText('Open Settings'))
     fireEvent.click(screen.getByText('Preset 1'))
-    expect(defaultProps.onCompletionParamsChange).toHaveBeenCalled()
+    expect(defaultProps.onCompletionParamsChange).toHaveBeenCalledWith({
+      ...defaultProps.completionParams,
+      temperature: 0.8,
+    })
+  })
+
+  it('should not render preset control when visible parameters do not support preset keys', () => {
+    parameterRules = [
+      {
+        name: 'max_tokens',
+        label: { en_US: 'Max Tokens' },
+        type: 'int',
+        default: 256,
+        min: 1,
+        max: 4096,
+      },
+    ]
+
+    render(<ModelParameterModal {...defaultProps} />)
+    fireEvent.click(screen.getByText('Open Settings'))
+
+    expect(screen.queryByText('Preset 1')).not.toBeInTheDocument()
   })
 
   it('should call setModel when model selector picks another model', () => {
diff --git a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/presets-parameter.spec.tsx b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/presets-parameter.spec.tsx
index 33437afbf7..67ad4c6915 100644
--- a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/presets-parameter.spec.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/__tests__/presets-parameter.spec.tsx
@@ -1,6 +1,7 @@
 import { fireEvent, render, screen } from '@testing-library/react'
 import { vi } from 'vitest'
 import PresetsParameter from '../presets-parameter'
+import { getSupportedPresetConfig } from '../presets-parameter-utils'
 
 describe('PresetsParameter', () => {
   beforeEach(() => {
@@ -47,4 +48,22 @@ describe('PresetsParameter', () => {
 
     expect(onSelect).toHaveBeenCalledWith(3)
   })
+
+  it('should render presets when at least one preset parameter is supported', () => {
+    render(<PresetsParameter onSelect={vi.fn()} supportedParameterNames={['temperature']} />)
+
+    expect(screen.getByRole('button', { name: /common\.modelProvider\.loadPresets/i })).toBeInTheDocument()
+  })
+
+  it('should not render presets when no preset parameters are supported', () => {
+    render(<PresetsParameter onSelect={vi.fn()} supportedParameterNames={['max_tokens']} />)
+
+    expect(screen.queryByRole('button', { name: /common\.modelProvider\.loadPresets/i })).not.toBeInTheDocument()
+  })
+
+  it('should return only supported preset config keys', () => {
+    expect(getSupportedPresetConfig(1, ['temperature'])).toEqual({
+      temperature: 0.8,
+    })
+  })
 })
diff --git a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/index.tsx b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/index.tsx
index 6f37775052..648edf195d 100644
--- a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/index.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/index.tsx
@@ -24,7 +24,7 @@ import { useMemo, useRef, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import { ArrowNarrowLeft } from '@/app/components/base/icons/src/vender/line/arrows'
 import Loading from '@/app/components/base/loading'
-import { PROVIDER_WITH_PRESET_TONE, STOP_PARAMETER_RULE, TONE_LIST } from '@/config'
+import { PROVIDER_WITH_PRESET_TONE, STOP_PARAMETER_RULE } from '@/config'
 import { useModelParameterRules } from '@/service/use-common'
 import {
   useTextGenerationCurrentProviderAndModelAndModelList,
@@ -32,6 +32,7 @@ import {
 import ModelSelector from '../model-selector'
 import ParameterItem from './parameter-item'
 import PresetsParameter from './presets-parameter'
+import { getSupportedPresetConfig } from './presets-parameter-utils'
 import Trigger from './trigger'
 
 export type ModelParameterModalProps = {
@@ -90,6 +91,9 @@ const ModelParameterModal: FC<ModelParameterModalProps> = ({
   const parameterRules: ModelParameterRule[] = useMemo(() => {
     return parameterRulesData?.data || []
   }, [parameterRulesData])
+  const supportedPresetParameterNames = useMemo(() => {
+    return parameterRules.map(parameterRule => parameterRule.name)
+  }, [parameterRules])
 
   const handleParamChange = (key: string, value: ParameterValue) => {
     onCompletionParamsChange({
@@ -125,13 +129,10 @@ const ModelParameterModal: FC<ModelParameterModalProps> = ({
   }
 
   const handleSelectPresetParameter = (toneId: number) => {
-    const tone = TONE_LIST.find(tone => tone.id === toneId)
-    if (tone) {
-      onCompletionParamsChange({
-        ...completionParams,
-        ...tone.config,
-      })
-    }
+    onCompletionParamsChange({
+      ...completionParams,
+      ...getSupportedPresetConfig(toneId, supportedPresetParameterNames),
+    })
   }
 
   return (
@@ -199,7 +200,10 @@ const ModelParameterModal: FC<ModelParameterModalProps> = ({
                   <div className="flex flex-1 items-center system-sm-semibold-uppercase text-text-secondary">{t('modelProvider.parameters', { ns: 'common' })}</div>
                   {
                     PROVIDER_WITH_PRESET_TONE.includes(provider) && (
-                      <PresetsParameter onSelect={handleSelectPresetParameter} />
+                      <PresetsParameter
+                        onSelect={handleSelectPresetParameter}
+                        supportedParameterNames={supportedPresetParameterNames}
+                      />
                     )
                   }
                 </div>
diff --git a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter-utils.ts b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter-utils.ts
new file mode 100644
index 0000000000..88aa5fb4ce
--- /dev/null
+++ b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter-utils.ts
@@ -0,0 +1,19 @@
+import { TONE_LIST } from '@/config'
+
+export const getSupportedPresetConfig = (toneId: number, supportedParameterNames?: string[]) => {
+  const tone = TONE_LIST.find(tone => tone.id === toneId)
+  if (!tone?.config)
+    return {}
+
+  if (!supportedParameterNames)
+    return { ...tone.config }
+
+  const supportedParameterNameSet = new Set(supportedParameterNames)
+
+  return Object.entries(tone.config).reduce<Record<string, number>>((acc, [key, value]) => {
+    if (supportedParameterNameSet.has(key))
+      acc[key] = value
+
+    return acc
+  }, {})
+}
diff --git a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter.tsx b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter.tsx
index cb537ab18f..6fcca9dab7 100644
--- a/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter.tsx
@@ -12,6 +12,8 @@ import { Scales02 } from '@/app/components/base/icons/src/vender/solid/FinanceAn
 import { Target04 } from '@/app/components/base/icons/src/vender/solid/general'
 import { TONE_LIST } from '@/config'
 
+const PRESET_TONE_LIST = TONE_LIST.slice(0, 3)
+
 const toneI18nKeyMap = {
   Creative: 'model.tone.Creative',
   Balanced: 'model.tone.Balanced',
@@ -27,10 +29,18 @@ const TONE_ICONS: Record<number, ReactNode> = {
 
 type PresetsParameterProps = {
   onSelect: (toneId: number) => void
+  supportedParameterNames?: string[]
 }
 
-function PresetsParameter({ onSelect }: PresetsParameterProps) {
+function PresetsParameter({ onSelect, supportedParameterNames }: PresetsParameterProps) {
   const { t } = useTranslation()
+  const supportedParameterNameSet = supportedParameterNames ? new Set(supportedParameterNames) : undefined
+  const visiblePresetTones = supportedParameterNameSet
+    ? PRESET_TONE_LIST.filter(tone => Object.keys(tone.config ?? {}).some(key => supportedParameterNameSet.has(key)))
+    : PRESET_TONE_LIST
+
+  if (!visiblePresetTones.length)
+    return null
 
   return (
     <DropdownMenu>
@@ -47,7 +57,7 @@ function PresetsParameter({ onSelect }: PresetsParameterProps) {
         <span className="ml-0.5 i-ri-arrow-down-s-line h-3.5 w-3.5" />
       </DropdownMenuTrigger>
       <DropdownMenuContent>
-        {TONE_LIST.slice(0, 3).map(tone => (
+        {visiblePresetTones.map(tone => (
           <DropdownMenuItem key={tone.id} onClick={() => onSelect(tone.id)}>
             {TONE_ICONS[tone.id]}
             {t(toneI18nKeyMap[tone.name], { ns: 'common' })}
diff --git a/web/app/components/plugins/plugin-detail-panel/model-selector/__tests__/llm-params-panel.spec.tsx b/web/app/components/plugins/plugin-detail-panel/model-selector/__tests__/llm-params-panel.spec.tsx
index 17fad8d7a7..5525934d26 100644
--- a/web/app/components/plugins/plugin-detail-panel/model-selector/__tests__/llm-params-panel.spec.tsx
+++ b/web/app/components/plugins/plugin-detail-panel/model-selector/__tests__/llm-params-panel.spec.tsx
@@ -75,14 +75,58 @@ vi.mock('@/config', () => ({
 
 // Mock PresetsParameter component
 vi.mock('@/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter', () => ({
-  default: ({ onSelect }: { onSelect: (toneId: number) => void }) => (
-    <div data-testid="presets-parameter">
-      <button data-testid="preset-creative" onClick={() => onSelect(1)}>Creative</button>
-      <button data-testid="preset-balanced" onClick={() => onSelect(2)}>Balanced</button>
-      <button data-testid="preset-precise" onClick={() => onSelect(3)}>Precise</button>
-      <button data-testid="preset-custom" onClick={() => onSelect(4)}>Custom</button>
-    </div>
-  ),
+  default: ({ onSelect, supportedParameterNames }: { onSelect: (toneId: number) => void, supportedParameterNames?: string[] }) => {
+    const hasSupportedParameter = !supportedParameterNames || supportedParameterNames.some(name => ['temperature', 'top_p', 'presence_penalty', 'frequency_penalty'].includes(name))
+    if (!hasSupportedParameter)
+      return null
+
+    return (
+      <div data-testid="presets-parameter">
+        <button data-testid="preset-creative" onClick={() => onSelect(1)}>Creative</button>
+        <button data-testid="preset-balanced" onClick={() => onSelect(2)}>Balanced</button>
+        <button data-testid="preset-precise" onClick={() => onSelect(3)}>Precise</button>
+        <button data-testid="preset-custom" onClick={() => onSelect(4)}>Custom</button>
+      </div>
+    )
+  },
+}))
+
+vi.mock('@/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter-utils', () => ({
+  getSupportedPresetConfig: (toneId: number, supportedParameterNames?: string[]) => {
+    const toneConfigMap: Record<number, Record<string, number> | undefined> = {
+      1: {
+        temperature: 0.8,
+        top_p: 0.9,
+        presence_penalty: 0.1,
+        frequency_penalty: 0.1,
+      },
+      2: {
+        temperature: 0.5,
+        top_p: 0.85,
+        presence_penalty: 0.2,
+        frequency_penalty: 0.3,
+      },
+      3: {
+        temperature: 0.2,
+        top_p: 0.75,
+        presence_penalty: 0.5,
+        frequency_penalty: 0.5,
+      },
+    }
+    const toneConfig = toneConfigMap[toneId]
+    if (!toneConfig)
+      return {}
+
+    if (!supportedParameterNames)
+      return toneConfig
+
+    return Object.entries(toneConfig).reduce<Record<string, number>>((acc, [key, value]) => {
+      if (supportedParameterNames.includes(key))
+        acc[key] = value
+
+      return acc
+    }, {})
+  },
 }))
 
 // Mock ParameterItem component
@@ -202,7 +246,7 @@ describe('LLMParamsPanel', () => {
 
     it('should render PresetsParameter for openai provider', () => {
       // Arrange
-      setupModelParameterRulesMock({ data: [], isPending: false })
+      setupModelParameterRulesMock({ data: [createParameterRule({ name: 'temperature' })], isPending: false })
       const props = createDefaultProps({ provider: 'langgenius/openai/openai' })
 
       // Act
@@ -214,7 +258,7 @@ describe('LLMParamsPanel', () => {
 
     it('should render PresetsParameter for azure_openai provider', () => {
       // Arrange
-      setupModelParameterRulesMock({ data: [], isPending: false })
+      setupModelParameterRulesMock({ data: [createParameterRule({ name: 'temperature' })], isPending: false })
       const props = createDefaultProps({ provider: 'langgenius/azure_openai/azure_openai' })
 
       // Act
@@ -224,6 +268,18 @@ describe('LLMParamsPanel', () => {
       expect(screen.getByTestId('presets-parameter')).toBeInTheDocument()
     })
 
+    it('should not render PresetsParameter when no visible parameter supports presets', () => {
+      // Arrange
+      setupModelParameterRulesMock({ data: [createParameterRule({ name: 'max_tokens', type: 'int' })], isPending: false })
+      const props = createDefaultProps({ provider: 'langgenius/openai/openai' })
+
+      // Act
+      render(<LLMParamsPanel {...props} />)
+
+      // Assert
+      expect(screen.queryByTestId('presets-parameter')).not.toBeInTheDocument()
+    })
+
     it('should not render PresetsParameter for non-preset providers', () => {
       // Arrange
       setupModelParameterRulesMock({ data: [], isPending: false })
@@ -360,7 +416,15 @@ describe('LLMParamsPanel', () => {
       it('should apply Creative preset config', () => {
         // Arrange
         const onCompletionParamsChange = vi.fn()
-        setupModelParameterRulesMock({ data: [], isPending: false })
+        setupModelParameterRulesMock({
+          data: [
+            createParameterRule({ name: 'temperature' }),
+            createParameterRule({ name: 'top_p' }),
+            createParameterRule({ name: 'presence_penalty' }),
+            createParameterRule({ name: 'frequency_penalty' }),
+          ],
+          isPending: false,
+        })
         const props = createDefaultProps({
           provider: 'langgenius/openai/openai',
           onCompletionParamsChange,
@@ -384,7 +448,15 @@ describe('LLMParamsPanel', () => {
       it('should apply Balanced preset config', () => {
         // Arrange
         const onCompletionParamsChange = vi.fn()
-        setupModelParameterRulesMock({ data: [], isPending: false })
+        setupModelParameterRulesMock({
+          data: [
+            createParameterRule({ name: 'temperature' }),
+            createParameterRule({ name: 'top_p' }),
+            createParameterRule({ name: 'presence_penalty' }),
+            createParameterRule({ name: 'frequency_penalty' }),
+          ],
+          isPending: false,
+        })
         const props = createDefaultProps({
           provider: 'langgenius/openai/openai',
           onCompletionParamsChange,
@@ -407,7 +479,15 @@ describe('LLMParamsPanel', () => {
       it('should apply Precise preset config', () => {
         // Arrange
         const onCompletionParamsChange = vi.fn()
-        setupModelParameterRulesMock({ data: [], isPending: false })
+        setupModelParameterRulesMock({
+          data: [
+            createParameterRule({ name: 'temperature' }),
+            createParameterRule({ name: 'top_p' }),
+            createParameterRule({ name: 'presence_penalty' }),
+            createParameterRule({ name: 'frequency_penalty' }),
+          ],
+          isPending: false,
+        })
         const props = createDefaultProps({
           provider: 'langgenius/openai/openai',
           onCompletionParamsChange,
@@ -430,7 +510,7 @@ describe('LLMParamsPanel', () => {
       it('should apply empty config for Custom preset (spreads undefined)', () => {
         // Arrange
         const onCompletionParamsChange = vi.fn()
-        setupModelParameterRulesMock({ data: [], isPending: false })
+        setupModelParameterRulesMock({ data: [createParameterRule({ name: 'temperature' })], isPending: false })
         const props = createDefaultProps({
           provider: 'langgenius/openai/openai',
           onCompletionParamsChange,
@@ -444,6 +524,27 @@ describe('LLMParamsPanel', () => {
         // Assert - Custom preset has no config, so only existing params are kept
         expect(onCompletionParamsChange).toHaveBeenCalledWith({ existing: 'value' })
       })
+
+      it('should apply only preset config keys supported by visible parameters', () => {
+        // Arrange
+        const onCompletionParamsChange = vi.fn()
+        setupModelParameterRulesMock({ data: [createParameterRule({ name: 'temperature' })], isPending: false })
+        const props = createDefaultProps({
+          provider: 'langgenius/openai/openai',
+          onCompletionParamsChange,
+          completionParams: { existing: 'value' },
+        })
+
+        // Act
+        render(<LLMParamsPanel {...props} />)
+        fireEvent.click(screen.getByTestId('preset-creative'))
+
+        // Assert
+        expect(onCompletionParamsChange).toHaveBeenCalledWith({
+          existing: 'value',
+          temperature: 0.8,
+        })
+      })
     })
 
     describe('handleParamChange', () => {
diff --git a/web/app/components/plugins/plugin-detail-panel/model-selector/llm-params-panel.tsx b/web/app/components/plugins/plugin-detail-panel/model-selector/llm-params-panel.tsx
index d699621c22..49933f6138 100644
--- a/web/app/components/plugins/plugin-detail-panel/model-selector/llm-params-panel.tsx
+++ b/web/app/components/plugins/plugin-detail-panel/model-selector/llm-params-panel.tsx
@@ -10,7 +10,8 @@ import { useTranslation } from 'react-i18next'
 import Loading from '@/app/components/base/loading'
 import ParameterItem from '@/app/components/header/account-setting/model-provider-page/model-parameter-modal/parameter-item'
 import PresetsParameter from '@/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter'
-import { PROVIDER_WITH_PRESET_TONE, STOP_PARAMETER_RULE, TONE_LIST } from '@/config'
+import { getSupportedPresetConfig } from '@/app/components/header/account-setting/model-provider-page/model-parameter-modal/presets-parameter-utils'
+import { PROVIDER_WITH_PRESET_TONE, STOP_PARAMETER_RULE } from '@/config'
 import { useModelParameterRules } from '@/service/use-common'
 
 type Props = {
@@ -34,15 +35,15 @@ const LLMParamsPanel = ({
   const parameterRules: ModelParameterRule[] = useMemo(() => {
     return parameterRulesData?.data || []
   }, [parameterRulesData])
+  const supportedPresetParameterNames = useMemo(() => {
+    return parameterRules.map(parameterRule => parameterRule.name)
+  }, [parameterRules])
 
   const handleSelectPresetParameter = (toneId: number) => {
-    const tone = TONE_LIST.find(tone => tone.id === toneId)
-    if (tone) {
-      onCompletionParamsChange({
-        ...completionParams,
-        ...tone.config,
-      })
-    }
+    onCompletionParamsChange({
+      ...completionParams,
+      ...getSupportedPresetConfig(toneId, supportedPresetParameterNames),
+    })
   }
   const handleParamChange = (key: string, value: ParameterValue) => {
     onCompletionParamsChange({
@@ -77,7 +78,10 @@ const LLMParamsPanel = ({
         <div className={cn('flex h-6 items-center system-sm-semibold text-text-secondary')}>{t('modelProvider.parameters', { ns: 'common' })}</div>
         {
           PROVIDER_WITH_PRESET_TONE.includes(provider) && (
-            <PresetsParameter onSelect={handleSelectPresetParameter} />
+            <PresetsParameter
+              onSelect={handleSelectPresetParameter}
+              supportedParameterNames={supportedPresetParameterNames}
+            />
           )
         }
       </div>