diff --git a/api/core/plugin/plugin_service.py b/api/core/plugin/plugin_service.py
index 6b306e2df86..89274b635ac 100644
--- a/api/core/plugin/plugin_service.py
+++ b/api/core/plugin/plugin_service.py
@@ -92,6 +92,7 @@ class PluginService:
     PLUGIN_MODEL_PROVIDERS_REDIS_KEY_PREFIX = "plugin_model_providers:tenant_id:"
     PLUGIN_MODEL_PROVIDERS_GENERATION_REDIS_KEY_PREFIX = "plugin_model_providers_generation:tenant_id:"
     PLUGIN_MODEL_PROVIDERS_LOCK_REDIS_KEY_PREFIX = "plugin_model_providers_refresh_lock:tenant_id:"
+    PLUGIN_MODEL_PROVIDERS_REMOTE_DEBUG_REDIS_KEY_PREFIX = "plugin_model_providers_remote_debug:tenant_id:"
     PLUGIN_MODEL_PROVIDERS_LOCK_TTL = 30
     PLUGIN_MODEL_PROVIDERS_LOCK_WAIT_TIMEOUT = 2.0
     PLUGIN_MODEL_PROVIDERS_LOCK_WAIT_INTERVAL = 0.05
@@ -117,6 +118,10 @@ class PluginService:
     def _get_plugin_model_providers_lock_key(cls, tenant_id: str, generation: int) -> str:
         return f"{cls.PLUGIN_MODEL_PROVIDERS_LOCK_REDIS_KEY_PREFIX}{tenant_id}:generation:{generation}"
 
+    @classmethod
+    def _get_plugin_model_providers_remote_debug_cache_key(cls, tenant_id: str) -> str:
+        return f"{cls.PLUGIN_MODEL_PROVIDERS_REMOTE_DEBUG_REDIS_KEY_PREFIX}{tenant_id}"
+
     @staticmethod
     def _get_provider_short_name_alias(provider: PluginModelProviderEntity) -> str:
         """
@@ -259,6 +264,111 @@ class PluginService:
         except (RedisError, RuntimeError):
             logger.warning("Failed to cache plugin model providers for tenant %s.", tenant_id, exc_info=True)
 
+    @classmethod
+    def _get_remote_model_plugin_cache_marker(cls, plugins: Sequence[PluginEntity]) -> str | None:
+        remote_model_plugins = sorted(
+            f"{plugin.plugin_id}:{plugin.plugin_unique_identifier}"
+            for plugin in plugins
+            if plugin.source == PluginInstallationSource.Remote
+        )
+        if not remote_model_plugins:
+            return None
+
+        return "\n".join(remote_model_plugins)
+
+    @classmethod
+    def _load_cached_remote_model_plugin_marker(cls, tenant_id: str) -> str | None:
+        cache_key = cls._get_plugin_model_providers_remote_debug_cache_key(tenant_id)
+        try:
+            cached_marker = redis_client.get(cache_key)
+        except (RedisError, RuntimeError):
+            logger.warning("Failed to read remote debug model plugin marker for tenant %s.", tenant_id, exc_info=True)
+            return None
+
+        if cached_marker is None:
+            return None
+        if isinstance(cached_marker, bytes):
+            try:
+                return cached_marker.decode()
+            except UnicodeDecodeError:
+                logger.warning(
+                    "Invalid remote debug model plugin marker for tenant %s; deleting cache marker.",
+                    tenant_id,
+                    exc_info=True,
+                )
+                try:
+                    redis_client.delete(cache_key)
+                except (RedisError, RuntimeError):
+                    logger.warning(
+                        "Failed to delete invalid remote debug model plugin marker for tenant %s.",
+                        tenant_id,
+                        exc_info=True,
+                    )
+                return None
+        if isinstance(cached_marker, str):
+            return cached_marker
+
+        logger.warning("Invalid remote debug model plugin marker for tenant %s; deleting cache marker.", tenant_id)
+        try:
+            redis_client.delete(cache_key)
+        except (RedisError, RuntimeError):
+            logger.warning(
+                "Failed to delete invalid remote debug model plugin marker for tenant %s.",
+                tenant_id,
+                exc_info=True,
+            )
+        return None
+
+    @classmethod
+    def _store_cached_remote_model_plugin_marker(cls, tenant_id: str, marker: str | None) -> None:
+        cache_key = cls._get_plugin_model_providers_remote_debug_cache_key(tenant_id)
+        try:
+            if marker is None:
+                redis_client.delete(cache_key)
+            else:
+                redis_client.setex(cache_key, dify_config.PLUGIN_MODEL_PROVIDERS_CACHE_TTL, marker)
+        except (RedisError, RuntimeError):
+            logger.warning("Failed to cache remote debug model plugin marker for tenant %s.", tenant_id, exc_info=True)
+
+    @classmethod
+    def _load_cached_plugin_model_provider_plugin_ids(cls, tenant_id: str) -> set[str] | None:
+        """Return plugin ids represented by the current provider cache, or None when no usable cache exists."""
+        generation = cls._load_plugin_model_providers_generation(tenant_id)
+        cached_providers, _ = cls._load_cached_plugin_model_providers_for_generation(tenant_id, generation)
+        if cached_providers is None:
+            return None
+
+        plugin_ids: set[str] = set()
+        for provider in cached_providers:
+            last_slash = provider.provider.rfind("/")
+            if last_slash > 0:
+                plugin_ids.add(provider.provider[:last_slash])
+
+        return plugin_ids
+
+    @classmethod
+    def _should_invalidate_model_provider_cache_for_remote_model_plugins(
+        cls,
+        tenant_id: str,
+        plugins: Sequence[PluginEntity],
+    ) -> bool:
+        remote_model_plugin_marker = cls._get_remote_model_plugin_cache_marker(plugins)
+        cached_remote_model_plugin_marker = cls._load_cached_remote_model_plugin_marker(tenant_id)
+        if remote_model_plugin_marker is None:
+            return cached_remote_model_plugin_marker is not None
+
+        if remote_model_plugin_marker != cached_remote_model_plugin_marker:
+            return True
+
+        remote_model_plugin_ids = {
+            plugin.plugin_id for plugin in plugins if plugin.source == PluginInstallationSource.Remote
+        }
+        cached_plugin_ids = cls._load_cached_plugin_model_provider_plugin_ids(tenant_id)
+        if cached_plugin_ids is None:
+            return False
+
+        return not remote_model_plugin_ids.issubset(cached_plugin_ids)
+
     @classmethod
     @contextmanager
     def _plugin_model_providers_refresh_lock(
@@ -571,7 +681,21 @@ class PluginService:
         This keeps pagination usable before category is persisted on installation rows.
         """
         manager = PluginInstaller()
-        return manager.list_plugins_by_category(tenant_id, category, page, page_size)
+        plugins = manager.list_plugins_by_category(tenant_id, category, page, page_size)
+        if category == PluginCategory.Model:
+            should_invalidate_model_provider_cache = (
+                PluginService._should_invalidate_model_provider_cache_for_remote_model_plugins(
+                    tenant_id,
+                    plugins.list,
+                )
+            )
+            if should_invalidate_model_provider_cache:
+                PluginService.invalidate_plugin_model_providers_cache(tenant_id)
+
+            remote_model_plugin_marker = PluginService._get_remote_model_plugin_cache_marker(plugins.list)
+            PluginService._store_cached_remote_model_plugin_marker(tenant_id, remote_model_plugin_marker)
+
+        return plugins
 
     @staticmethod
     def _normalize_endpoint_count(value: object) -> int:
diff --git a/api/tests/unit_tests/services/plugin/test_plugin_service.py b/api/tests/unit_tests/services/plugin/test_plugin_service.py
index a8922154a95..278898926b9 100644
--- a/api/tests/unit_tests/services/plugin/test_plugin_service.py
+++ b/api/tests/unit_tests/services/plugin/test_plugin_service.py
@@ -8,7 +8,7 @@ import zstandard
 from pydantic import TypeAdapter
 from redis import RedisError
 
-from core.plugin.entities.plugin import PluginInstallationSource
+from core.plugin.entities.plugin import PluginCategory, PluginInstallationSource
 from core.plugin.entities.plugin_daemon import PluginInstallTask, PluginInstallTaskStatus, PluginModelProviderEntity
 from graphon.model_runtime.entities.common_entities import I18nObject
 from graphon.model_runtime.entities.provider_entities import ConfigurateMethod, ProviderEntity
@@ -71,6 +71,16 @@ def _build_install_task(*, task_id: str = "task-1", status: PluginInstallTaskSta
     )
 
 
+def _build_remote_model_plugin(
+    *, plugin_id: str = "langgenius/debug-model", plugin_unique_identifier: str = "langgenius/debug-model:1.0.0"
+) -> SimpleNamespace:
+    return SimpleNamespace(
+        plugin_id=plugin_id,
+        plugin_unique_identifier=plugin_unique_identifier,
+        source=PluginInstallationSource.Remote,
+    )
+
+
 def _provider_cache_key(tenant_id: str, generation: int | None = None) -> str:
     if generation is None:
         return f"plugin_model_providers:tenant_id:{tenant_id}"
@@ -797,6 +807,144 @@ class TestPluginListEndpointCounts:
 
 
 class TestPluginModelProviderCacheInvalidation:
+    def test_get_debugging_key_does_not_invalidate_model_provider_cache(self) -> None:
+        """Reading a debug key does not mean a debug runtime has registered a model provider."""
+        with (
+            patch(f"{MODULE}.PluginDebuggingClient") as debugging_client_cls,
+            patch(f"{MODULE}.PluginService.invalidate_plugin_model_providers_cache") as invalidate_cache,
+        ):
+            debugging_client_cls.return_value.get_debugging_key.return_value = "debug-key"
+
+            from core.plugin.plugin_service import PluginService
+
+            result = PluginService.get_debugging_key("tenant-1")
+
+        assert result == "debug-key"
+        debugging_client_cls.return_value.get_debugging_key.assert_called_once_with("tenant-1")
+        invalidate_cache.assert_not_called()
+
+    def test_list_model_category_invalidates_when_remote_model_plugin_is_missing_from_provider_cache(self) -> None:
+        """Remote model plugins are daemon-registered, so category reads repair a stale provider cache."""
+        remote_plugin = _build_remote_model_plugin()
+        remote_plugin_marker = "langgenius/debug-model:langgenius/debug-model:1.0.0"
+        plugins = SimpleNamespace(list=[remote_plugin], has_more=False)
+
+        with (
+            patch(f"{MODULE}.PluginInstaller") as installer_cls,
+            patch(
+                f"{MODULE}.PluginService._load_cached_remote_model_plugin_marker",
+                return_value=remote_plugin_marker,
+            ),
+            patch(
+                f"{MODULE}.PluginService._load_cached_plugin_model_provider_plugin_ids",
+                return_value={"langgenius/openai"},
+            ),
+            patch(f"{MODULE}.PluginService.invalidate_plugin_model_providers_cache") as invalidate_cache,
+            patch(f"{MODULE}.PluginService._store_cached_remote_model_plugin_marker") as store_marker,
+        ):
+            installer_cls.return_value.list_plugins_by_category.return_value = plugins
+
+            from core.plugin.plugin_service import PluginService
+
+            result = PluginService.list_by_category("tenant-1", PluginCategory.Model, 1, 100)
+
+        assert result is plugins
+        installer_cls.return_value.list_plugins_by_category.assert_called_once_with(
+            "tenant-1", PluginCategory.Model, 1, 100
+        )
+        invalidate_cache.assert_called_once_with("tenant-1")
+        store_marker.assert_called_once_with("tenant-1", remote_plugin_marker)
+
+    def test_list_model_category_invalidates_when_remote_model_plugin_identity_changes(self) -> None:
+        """A debug model plugin can share plugin_id with an installed plugin, so identity changes bust cache too."""
+        remote_plugin = _build_remote_model_plugin(
+            plugin_id="langgenius/openai",
+            plugin_unique_identifier="langgenius/openai:debug",
+        )
+        remote_plugin_marker = "langgenius/openai:langgenius/openai:debug"
+        plugins = SimpleNamespace(list=[remote_plugin], has_more=False)
+
+        with (
+            patch(f"{MODULE}.PluginInstaller") as installer_cls,
+            patch(
+                f"{MODULE}.PluginService._load_cached_remote_model_plugin_marker",
+                return_value="langgenius/openai:langgenius/openai:1.0.0",
+            ),
+            patch(
+                f"{MODULE}.PluginService._load_cached_plugin_model_provider_plugin_ids",
+                return_value={"langgenius/openai"},
+            ) as load_cached_provider_plugin_ids,
+            patch(f"{MODULE}.PluginService.invalidate_plugin_model_providers_cache") as invalidate_cache,
+            patch(f"{MODULE}.PluginService._store_cached_remote_model_plugin_marker") as store_marker,
+        ):
+            installer_cls.return_value.list_plugins_by_category.return_value = plugins
+
+            from core.plugin.plugin_service import PluginService
+
+            result = PluginService.list_by_category("tenant-1", PluginCategory.Model, 1, 100)
+
+        assert result is plugins
+        invalidate_cache.assert_called_once_with("tenant-1")
+        load_cached_provider_plugin_ids.assert_not_called()
+        store_marker.assert_called_once_with("tenant-1", remote_plugin_marker)
+
+    def test_list_model_category_keeps_provider_cache_when_remote_model_plugin_is_already_cached(self) -> None:
+        """A connected remote model plugin should not force provider cache churn once represented."""
+        remote_plugin = _build_remote_model_plugin()
+        remote_plugin_marker = "langgenius/debug-model:langgenius/debug-model:1.0.0"
+        plugins = SimpleNamespace(list=[remote_plugin], has_more=False)
+
+        with (
+            patch(f"{MODULE}.PluginInstaller") as installer_cls,
+            patch(
+                f"{MODULE}.PluginService._load_cached_remote_model_plugin_marker",
+                return_value=remote_plugin_marker,
+            ),
+            patch(
+                f"{MODULE}.PluginService._load_cached_plugin_model_provider_plugin_ids",
+                return_value={"langgenius/debug-model"},
+            ),
+            patch(f"{MODULE}.PluginService.invalidate_plugin_model_providers_cache") as invalidate_cache,
+            patch(f"{MODULE}.PluginService._store_cached_remote_model_plugin_marker") as store_marker,
+        ):
+            installer_cls.return_value.list_plugins_by_category.return_value = plugins
+
+            from core.plugin.plugin_service import PluginService
+
+            result = PluginService.list_by_category("tenant-1", PluginCategory.Model, 1, 100)
+
+        assert result is plugins
+        invalidate_cache.assert_not_called()
+        store_marker.assert_called_once_with("tenant-1", remote_plugin_marker)
+
+    def test_list_model_category_invalidates_when_remote_model_plugin_disconnects(self) -> None:
+        """The current model category result clears provider cache when the previous debug model disappears."""
+        installed_plugin = SimpleNamespace(
+            plugin_id="langgenius/openai",
+            plugin_unique_identifier="langgenius/openai:1.0.0",
+            source=PluginInstallationSource.Marketplace,
+        )
+        plugins = SimpleNamespace(list=[installed_plugin], has_more=True)
+
+        with (
+            patch(f"{MODULE}.PluginInstaller") as installer_cls,
+            patch(
+                f"{MODULE}.PluginService._load_cached_remote_model_plugin_marker",
+                return_value="langgenius/debug-model:langgenius/debug-model:1.0.0",
+            ),
+            patch(f"{MODULE}.PluginService.invalidate_plugin_model_providers_cache") as invalidate_cache,
+            patch(f"{MODULE}.PluginService._store_cached_remote_model_plugin_marker") as store_marker,
+        ):
+            installer_cls.return_value.list_plugins_by_category.return_value = plugins
+
+            from core.plugin.plugin_service import PluginService
+
+            result = PluginService.list_by_category("tenant-1", PluginCategory.Model, 1, 100)
+
+        assert result is plugins
+        invalidate_cache.assert_called_once_with("tenant-1")
+        store_marker.assert_called_once_with("tenant-1", None)
+
     def test_fetch_install_task_invalidates_model_provider_cache_when_finished(self) -> None:
         """Finished plugin install tasks invalidate tenant provider cache."""
         task = _build_install_task(status=PluginInstallTaskStatus.Success)
diff --git a/web/app/components/header/account-setting/model-provider-page/__tests__/index.non-cloud.spec.tsx b/web/app/components/header/account-setting/model-provider-page/__tests__/index.non-cloud.spec.tsx
index f7bf0d1ce05..8896c4575c8 100644
--- a/web/app/components/header/account-setting/model-provider-page/__tests__/index.non-cloud.spec.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/__tests__/index.non-cloud.spec.tsx
@@ -41,6 +41,7 @@ vi.mock('@/context/provider-context', () => ({
 
 vi.mock('../hooks', () => ({
   useDefaultModel: () => ({ data: null, isLoading: false }),
+  useLanguage: () => 'en_US',
 }))
 
 vi.mock('../provider-added-card', () => ({
@@ -84,9 +85,11 @@ vi.mock('@/app/components/plugins/plugin-page/use-reference-setting', () => ({
 }))
 
 vi.mock('@/service/use-plugins', () => ({
-  useCheckInstalled: () => ({
+  useInstalledPluginList: () => ({
     data: { plugins: [] },
   }),
+  useInvalidateInstalledPluginList: () => vi.fn(),
+  useInvalidateCheckInstalled: () => vi.fn(),
   usePluginAutoUpgradeSettings: () => ({
     data: {
       category: 'model',
diff --git a/web/app/components/header/account-setting/model-provider-page/__tests__/index.spec.tsx b/web/app/components/header/account-setting/model-provider-page/__tests__/index.spec.tsx
index 426276cfc5f..a648f4288af 100644
--- a/web/app/components/header/account-setting/model-provider-page/__tests__/index.spec.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/__tests__/index.spec.tsx
@@ -1,7 +1,9 @@
 import type { ReactNode } from 'react'
+import type { PluginDeclaration, PluginDetail } from '@/app/components/plugins/types'
 import { act, fireEvent, screen } from '@testing-library/react'
 import { describe, expect, it, vi } from 'vitest'
 import { renderWithSystemFeatures } from '@/__tests__/utils/mock-system-features'
+import { PluginCategoryEnum, PluginSource } from '@/app/components/plugins/types'
 import {
   CurrentSystemQuotaTypeEnum,
   CustomConfigurationStatusEnum,
@@ -41,10 +43,18 @@ const { mockReferenceSetting, mockAutoUpgradeError } = vi.hoisted(() => ({
   },
 }))
 
-const { mockProviderContextState } = vi.hoisted(() => ({
+const { mockProviderContextState, mockRefreshModelProviders } = vi.hoisted(() => ({
   mockProviderContextState: {
     isLoadingModelProviders: false,
   },
+  mockRefreshModelProviders: vi.fn(),
+}))
+
+const { mockInstalledModelPlugins, mockUseInstalledPluginList } = vi.hoisted(() => ({
+  mockInstalledModelPlugins: {
+    value: [] as PluginDetail[],
+  },
+  mockUseInstalledPluginList: vi.fn(),
 }))
 
 const mockQuotaConfig = {
@@ -79,6 +89,70 @@ const saveUpdateSettings = () => {
   fireEvent.click(screen.getByRole('button', { name: 'common.operation.save' }))
 }
 
+const createPluginDeclaration = (overrides: Partial<PluginDeclaration> = {}): PluginDeclaration => ({
+  plugin_unique_identifier: 'langgenius/debug-model:1.0.0',
+  version: '1.0.0',
+  author: 'langgenius',
+  icon: 'debug-model.png',
+  icon_dark: 'debug-model-dark.png',
+  name: 'debug-model',
+  category: PluginCategoryEnum.model,
+  label: { en_US: 'Debug Model' } as unknown as PluginDeclaration['label'],
+  description: { en_US: 'Debug model provider' } as unknown as PluginDeclaration['description'],
+  created_at: '2024-01-01',
+  resource: null,
+  plugins: null,
+  verified: false,
+  endpoint: null,
+  tool: undefined,
+  datasource: undefined,
+  model: {},
+  tags: [],
+  agent_strategy: null,
+  meta: {
+    version: '1.0.0',
+  },
+  trigger: {} as unknown as PluginDeclaration['trigger'],
+  ...overrides,
+})
+
+const createPluginDetail = (overrides: Partial<PluginDetail> = {}): PluginDetail => {
+  const {
+    declaration: overrideDeclaration,
+    plugin_id: overridePluginId,
+    ...restOverrides
+  } = overrides
+  const declaration = overrideDeclaration ?? createPluginDeclaration()
+  const pluginId = overridePluginId ?? 'langgenius/debug-model'
+
+  return {
+    id: 'plugin-installation-id',
+    created_at: '2024-01-01',
+    updated_at: '2024-01-01',
+    name: declaration.name,
+    plugin_id: pluginId,
+    plugin_unique_identifier: declaration.plugin_unique_identifier,
+    declaration,
+    installation_id: 'plugin-installation-id',
+    tenant_id: 'tenant-id',
+    endpoints_setups: 0,
+    endpoints_active: 0,
+    version: '1.0.0',
+    latest_version: '1.0.0',
+    latest_unique_identifier: declaration.plugin_unique_identifier,
+    source: PluginSource.debugging,
+    meta: {
+      repo: '',
+      version: '1.0.0',
+      package: '',
+    },
+    status: 'active',
+    deprecated_reason: '',
+    alternative_plugin_id: '',
+    ...restOverrides,
+  }
+}
+
 const mockProviders = [
   {
     provider: 'openai',
@@ -106,6 +180,7 @@ vi.mock('@/context/provider-context', () => ({
   useProviderContext: () => ({
     modelProviders: mockProviders,
     isLoadingModelProviders: mockProviderContextState.isLoadingModelProviders,
+    refreshModelProviders: mockRefreshModelProviders,
   }),
 }))
 
@@ -119,6 +194,7 @@ const mockDefaultModels: Record<string, { data: unknown, isLoading: boolean }> =
 
 vi.mock('../hooks', () => ({
   useDefaultModel: (type: string) => mockDefaultModels[type] ?? { data: null, isLoading: false },
+  useLanguage: () => 'en_US',
 }))
 
 vi.mock('../install-from-marketplace', () => ({
@@ -126,7 +202,24 @@ vi.mock('../install-from-marketplace', () => ({
 }))
 
 vi.mock('../provider-added-card', () => ({
-  default: ({ provider }: { provider: { provider: string } }) => <div data-testid="provider-card">{provider.provider}</div>,
+  default: ({
+    notConfigured,
+    provider,
+    pluginDetail,
+  }: {
+    notConfigured?: boolean
+    provider: { provider: string }
+    pluginDetail?: { plugin_id: string, source?: string }
+  }) => (
+    <div
+      data-testid="provider-card"
+      data-not-configured={String(!!notConfigured)}
+      data-plugin-id={pluginDetail?.plugin_id ?? ''}
+      data-plugin-source={pluginDetail?.source ?? ''}
+    >
+      {provider.provider}
+    </div>
+  ),
 }))
 
 vi.mock('../provider-added-card/quota-panel', () => ({
@@ -160,12 +253,12 @@ vi.mock('@/app/components/plugins/plugin-page/use-reference-setting', () => ({
 }))
 
 vi.mock('@/service/use-plugins', () => ({
-  useInstalledPluginList: () => ({
-    data: { plugins: [] },
-  }),
-  useCheckInstalled: () => ({
-    data: { plugins: [] },
-  }),
+  useInstalledPluginList: (...args: unknown[]) => {
+    mockUseInstalledPluginList(...args)
+    return {
+      data: { plugins: mockInstalledModelPlugins.value },
+    }
+  },
   usePluginAutoUpgradeSettings: () => ({
     data: mockReferenceSetting.auto_upgrade
       ? {
@@ -280,6 +373,9 @@ describe('ModelProviderPage', () => {
   beforeEach(() => {
     vi.useFakeTimers()
     vi.clearAllMocks()
+    mockUseInstalledPluginList.mockClear()
+    mockRefreshModelProviders.mockClear()
+    mockInstalledModelPlugins.value = []
     mockProviderContextState.isLoadingModelProviders = false
     mockAutoUpgradeError.value = undefined
     mockReferenceSetting.auto_upgrade = {
@@ -418,6 +514,107 @@ describe('ModelProviderPage', () => {
     expect(screen.getByText('anthropic')).toBeInTheDocument()
   })
 
+  it('should use the model plugin installation list to attach plugin detail to provider cards', () => {
+    mockProviders.splice(0, mockProviders.length, {
+      provider: 'langgenius/openai/openai',
+      label: { en_US: 'OpenAI' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.active },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    })
+    mockInstalledModelPlugins.value = [
+      createPluginDetail({
+        plugin_id: 'langgenius/openai',
+        declaration: createPluginDeclaration({
+          plugin_unique_identifier: 'langgenius/openai:1.0.0',
+          name: 'openai',
+          label: { en_US: 'OpenAI Plugin' } as unknown as PluginDeclaration['label'],
+        }),
+      }),
+    ]
+
+    renderModelProviderPage()
+
+    expect(mockUseInstalledPluginList).toHaveBeenCalledWith(false, 100, { category: PluginCategoryEnum.model })
+    expect(screen.getByTestId('provider-card')).toHaveAttribute('data-plugin-id', 'langgenius/openai')
+    expect(screen.queryByText('OpenAI Plugin')).not.toBeInTheDocument()
+  })
+
+  it('should not render installed model plugins that are not registered as model providers', () => {
+    mockInstalledModelPlugins.value = [
+      createPluginDetail({
+        plugin_id: 'langgenius/debug-model',
+        declaration: createPluginDeclaration({
+          label: { en_US: 'Debug Model' } as unknown as PluginDeclaration['label'],
+          description: { en_US: 'Debug model provider' } as unknown as PluginDeclaration['description'],
+        }),
+      }),
+    ]
+
+    renderModelProviderPage()
+
+    expect(screen.queryByText('Debug Model')).not.toBeInTheDocument()
+    expect(screen.queryByText('langgenius/debug-model')).not.toBeInTheDocument()
+    expect(screen.queryByRole('button', { name: 'plugin actions langgenius/debug-model' })).not.toBeInTheDocument()
+  })
+
+  it('should refresh model providers once when a debugging model plugin is missing from providers', () => {
+    mockInstalledModelPlugins.value = [
+      createPluginDetail({
+        plugin_id: 'langgenius/debug-model',
+        declaration: createPluginDeclaration({
+          label: { en_US: 'Debug Model' } as unknown as PluginDeclaration['label'],
+        }),
+      }),
+    ]
+
+    renderModelProviderPage()
+
+    expect(mockRefreshModelProviders).toHaveBeenCalledTimes(1)
+  })
+
+  it('should prefer debugging plugin detail when an installed model plugin shares the same plugin id', () => {
+    mockProviders.splice(0, mockProviders.length, {
+      provider: 'langgenius/openai/openai',
+      label: { en_US: 'OpenAI' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.active },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    })
+    mockInstalledModelPlugins.value = [
+      createPluginDetail({
+        plugin_id: 'langgenius/openai',
+        declaration: createPluginDeclaration({
+          plugin_unique_identifier: 'langgenius/openai:debug',
+          name: 'openai',
+          label: { en_US: 'OpenAI Debug Plugin' } as unknown as PluginDeclaration['label'],
+        }),
+        source: PluginSource.debugging,
+      }),
+      createPluginDetail({
+        plugin_id: 'langgenius/openai',
+        declaration: createPluginDeclaration({
+          plugin_unique_identifier: 'langgenius/openai:1.0.0',
+          name: 'openai',
+          label: { en_US: 'OpenAI Installed Plugin' } as unknown as PluginDeclaration['label'],
+        }),
+        source: PluginSource.marketplace,
+      }),
+    ]
+
+    renderModelProviderPage()
+
+    expect(screen.getByTestId('provider-card')).toHaveAttribute('data-plugin-id', 'langgenius/openai')
+    expect(screen.getByTestId('provider-card')).toHaveAttribute('data-plugin-source', PluginSource.debugging)
+    expect(mockRefreshModelProviders).toHaveBeenCalledTimes(1)
+  })
+
   it('should show provider placeholders while model providers are loading', () => {
     mockProviderContextState.isLoadingModelProviders = true
 
@@ -572,4 +769,66 @@ describe('ModelProviderPage', () => {
     ])
     expect(screen.queryByText('common.modelProvider.toBeConfigured')).not.toBeInTheDocument()
   })
+
+  it('should prioritize debugging model plugins within their provider section', () => {
+    mockProviders.splice(0, mockProviders.length, {
+      provider: 'langgenius/openai/openai',
+      label: { en_US: 'OpenAI Fixed' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.active },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    }, {
+      provider: 'zeta-provider',
+      label: { en_US: 'Zeta Provider' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.active },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    }, {
+      provider: 'langgenius/normal-model/normal-model',
+      label: { en_US: 'Normal Model' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.noConfigure },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    }, {
+      provider: 'langgenius/debug-model/debug-model',
+      label: { en_US: 'Debug Model' },
+      custom_configuration: { status: CustomConfigurationStatusEnum.noConfigure },
+      system_configuration: {
+        enabled: false,
+        current_quota_type: CurrentSystemQuotaTypeEnum.free,
+        quota_configurations: [mockQuotaConfig],
+      },
+    })
+    mockInstalledModelPlugins.value = [
+      createPluginDetail({
+        plugin_id: 'langgenius/debug-model',
+        declaration: createPluginDeclaration({
+          plugin_unique_identifier: 'langgenius/debug-model:1.0.0',
+          name: 'debug-model',
+          label: { en_US: 'Debug Model' } as unknown as PluginDeclaration['label'],
+        }),
+      }),
+    ]
+
+    renderModelProviderPage()
+
+    const renderedProviders = screen.getAllByTestId('provider-card').map(item => item.textContent)
+    expect(renderedProviders).toEqual([
+      'langgenius/openai/openai',
+      'zeta-provider',
+      'langgenius/debug-model/debug-model',
+      'langgenius/normal-model/normal-model',
+    ])
+    expect(screen.getAllByTestId('provider-card')[2]).toHaveAttribute('data-not-configured', 'true')
+    expect(screen.getByText('common.modelProvider.toBeConfigured')).toBeInTheDocument()
+  })
 })
diff --git a/web/app/components/header/account-setting/model-provider-page/index.tsx b/web/app/components/header/account-setting/model-provider-page/index.tsx
index 5d8ddfd8f13..9bc43082349 100644
--- a/web/app/components/header/account-setting/model-provider-page/index.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/index.tsx
@@ -6,15 +6,15 @@ import type { PluginDetail } from '@/app/components/plugins/types'
 import { useSuspenseQuery } from '@tanstack/react-query'
 import { useDebounce } from 'ahooks'
 import { noop } from 'es-toolkit/function'
-import { useMemo } from 'react'
+import { useEffect, useMemo, useRef } from 'react'
 import { useTranslation } from 'react-i18next'
 import { SearchInput } from '@/app/components/base/search-input'
 import { usePluginsWithLatestVersion } from '@/app/components/plugins/hooks'
 import { usePluginSettingsAccess } from '@/app/components/plugins/plugin-page/use-reference-setting'
-import { PluginCategoryEnum } from '@/app/components/plugins/types'
+import { PluginCategoryEnum, PluginSource } from '@/app/components/plugins/types'
 import { useProviderContext } from '@/context/provider-context'
 import { systemFeaturesQueryOptions } from '@/features/system-features/client'
-import { useCheckInstalled } from '@/service/use-plugins'
+import { useInstalledPluginList } from '@/service/use-plugins'
 import UpdateSettingDialog from '../update-setting-dialog'
 import {
   CustomConfigurationStatusEnum,
@@ -25,7 +25,6 @@ import {
 } from './hooks'
 import ModelProviderPageBody from './model-provider-page-body'
 import SystemModelSelector from './system-model-selector'
-import { providerToPluginId } from './utils'
 
 type SystemModelConfigStatus = 'no-provider' | 'none-configured' | 'partially-configured' | 'fully-configured'
 
@@ -58,23 +57,43 @@ const ModelProviderPage = ({
   const { data: rerankDefaultModel, isLoading: isRerankDefaultModelLoading } = useDefaultModel(ModelTypeEnum.rerank)
   const { data: speech2textDefaultModel, isLoading: isSpeech2textDefaultModelLoading } = useDefaultModel(ModelTypeEnum.speech2text)
   const { data: ttsDefaultModel, isLoading: isTTSDefaultModelLoading } = useDefaultModel(ModelTypeEnum.tts)
-  const { modelProviders: providers, isLoadingModelProviders } = useProviderContext()
+  const { modelProviders: providers, isLoadingModelProviders, refreshModelProviders } = useProviderContext()
   const { data: systemFeatures } = useSuspenseQuery(systemFeaturesQueryOptions())
 
-  const allPluginIds = useMemo(() => {
-    return [...new Set(providers.map(p => providerToPluginId(p.provider)).filter(Boolean))]
-  }, [providers])
-  const { data: installedPlugins } = useCheckInstalled({
-    pluginIds: allPluginIds,
-    enabled: allPluginIds.length > 0,
+  const { data: installedModelPlugins } = useInstalledPluginList(false, 100, {
+    category: PluginCategoryEnum.model,
   })
-  const enrichedPlugins = usePluginsWithLatestVersion(installedPlugins?.plugins)
+  const enrichedPlugins = usePluginsWithLatestVersion(installedModelPlugins?.plugins)
   const pluginDetailMap = useMemo(() => {
     const map = new Map<string, PluginDetail>()
-    for (const plugin of enrichedPlugins)
-      map.set(plugin.plugin_id, plugin)
+    for (const plugin of enrichedPlugins) {
+      const existingPlugin = map.get(plugin.plugin_id)
+      if (!existingPlugin || plugin.source === PluginSource.debugging)
+        map.set(plugin.plugin_id, plugin)
+    }
     return map
   }, [enrichedPlugins])
+  const debuggingModelPluginKey = useMemo(() => {
+    const debuggingModelPluginIds = enrichedPlugins
+      .filter(plugin => plugin.source === PluginSource.debugging)
+      .map(plugin => `${plugin.plugin_id}:${plugin.plugin_unique_identifier}`)
+      .sort()
+
+    return debuggingModelPluginIds.join(',')
+  }, [enrichedPlugins])
+  const refreshedDebuggingModelPluginKeyRef = useRef('')
+  useEffect(() => {
+    if (!debuggingModelPluginKey) {
+      refreshedDebuggingModelPluginKeyRef.current = ''
+      return
+    }
+
+    if (refreshedDebuggingModelPluginKeyRef.current === debuggingModelPluginKey)
+      return
+
+    refreshedDebuggingModelPluginKeyRef.current = debuggingModelPluginKey
+    refreshModelProviders?.()
+  }, [debuggingModelPluginKey, refreshModelProviders])
   const enableMarketplace = systemFeatures.enable_marketplace
   const isDefaultModelLoading = isTextGenerationDefaultModelLoading
     || isEmbeddingsDefaultModelLoading
diff --git a/web/app/components/header/account-setting/model-provider-page/model-provider-page-body.tsx b/web/app/components/header/account-setting/model-provider-page/model-provider-page-body.tsx
index 625731d29a3..e614b2c917c 100644
--- a/web/app/components/header/account-setting/model-provider-page/model-provider-page-body.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/model-provider-page-body.tsx
@@ -3,6 +3,7 @@ import type { ModelProvider } from './declarations'
 import type { PluginDetail } from '@/app/components/plugins/types'
 import { Trans, useTranslation } from 'react-i18next'
 import { SkeletonContainer, SkeletonRectangle, SkeletonRow } from '@/app/components/base/skeleton'
+import { PluginSource } from '@/app/components/plugins/types'
 import { IS_CLOUD_EDITION } from '@/config'
 import InstallFromMarketplace from './install-from-marketplace'
 import ProviderAddedCard from './provider-added-card'
@@ -99,21 +100,40 @@ type ProviderCardListProps = {
   notConfigured?: boolean
 }
 
+function isDebuggingProvider(provider: ModelProvider, pluginDetailMap: Map<string, PluginDetail>) {
+  return pluginDetailMap.get(providerToPluginId(provider.provider))?.source === PluginSource.debugging
+}
+
 function ProviderCardList({
   providers,
   pluginDetailMap,
   notConfigured,
 }: ProviderCardListProps) {
+  const sortedProviders = [...providers]
+    .sort((a, b) => {
+      const aIsDebuggingPlugin = isDebuggingProvider(a, pluginDetailMap)
+      const bIsDebuggingPlugin = isDebuggingProvider(b, pluginDetailMap)
+
+      if (aIsDebuggingPlugin === bIsDebuggingPlugin)
+        return 0
+
+      return aIsDebuggingPlugin ? -1 : 1
+    })
+
   return (
     <div className="relative flex flex-col gap-2">
-      {providers.map(provider => (
-        <ProviderAddedCard
-          key={provider.provider}
-          notConfigured={notConfigured}
-          provider={provider}
-          pluginDetail={pluginDetailMap.get(providerToPluginId(provider.provider))}
-        />
-      ))}
+      {sortedProviders.map((provider) => {
+        const pluginDetail = pluginDetailMap.get(providerToPluginId(provider.provider))
+
+        return (
+          <ProviderAddedCard
+            key={provider.provider}
+            notConfigured={notConfigured}
+            provider={provider}
+            pluginDetail={pluginDetail}
+          />
+        )
+      })}
     </div>
   )
 }
@@ -157,8 +177,8 @@ const ModelProviderPageBody: FC<ModelProviderPageBodyProps> = ({
         <div className="flex flex-col gap-2 pt-2">
           <div className="flex h-5 items-center system-md-semibold text-text-primary">{t('modelProvider.toBeConfigured', { ns: 'common' })}</div>
           <ProviderCardList
-            notConfigured
             providers={filteredNotConfiguredProviders}
+            notConfigured
             pluginDetailMap={pluginDetailMap}
           />
         </div>
diff --git a/web/app/components/header/account-setting/model-provider-page/provider-added-card/__tests__/provider-card-actions.spec.tsx b/web/app/components/header/account-setting/model-provider-page/provider-added-card/__tests__/provider-card-actions.spec.tsx
index b62b56a8a6f..935292a599a 100644
--- a/web/app/components/header/account-setting/model-provider-page/provider-added-card/__tests__/provider-card-actions.spec.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/provider-added-card/__tests__/provider-card-actions.spec.tsx
@@ -158,6 +158,15 @@ describe('ProviderCardActions', () => {
     expect(mockHandleUpdate).toHaveBeenCalledWith(true)
   })
 
+  it('should show a compact debug badge after the version for debugging plugins', () => {
+    render(<ProviderCardActions detail={createDetail({ source: PluginSource.debugging })} />)
+
+    const version = screen.getByText('1.0.0')
+    const debugBadge = screen.getByText('appDebug.operation.debugConfig')
+
+    expect(version.compareDocumentPosition(debugBadge) & Node.DOCUMENT_POSITION_FOLLOWING).toBeTruthy()
+  })
+
   it('should trigger the latest marketplace update when clicking the update button', () => {
     render(<ProviderCardActions detail={createDetail()} />)
 
diff --git a/web/app/components/header/account-setting/model-provider-page/provider-added-card/provider-card-actions.tsx b/web/app/components/header/account-setting/model-provider-page/provider-added-card/provider-card-actions.tsx
index b2511b18670..4538cd9d16e 100644
--- a/web/app/components/header/account-setting/model-provider-page/provider-added-card/provider-card-actions.tsx
+++ b/web/app/components/header/account-setting/model-provider-page/provider-added-card/provider-card-actions.tsx
@@ -30,6 +30,7 @@ const ProviderCardActions: FC<Props> = ({ detail, onUpdate }) => {
   const { source, version, latest_version, latest_unique_identifier, meta } = detail
   const author = detail.declaration?.author ?? ''
   const name = detail.declaration?.name ?? detail.name
+  const isDebuggingPlugin = source === PluginSource.debugging
 
   const {
     modalStates,
@@ -80,31 +81,41 @@ const ProviderCardActions: FC<Props> = ({ detail, onUpdate }) => {
   return (
     <>
       {!!version && (
-        <PluginVersionPicker
-          disabled={!isFromMarketplace || !canUpdatePlugin}
-          isShow={versionPicker.isShow}
-          onShowChange={versionPicker.setIsShow}
-          pluginID={detail.plugin_id}
-          currentVersion={version}
-          onSelect={handleVersionSelect}
-          sideOffset={4}
-          alignOffset={0}
-          trigger={(
+        <>
+          <PluginVersionPicker
+            disabled={!isFromMarketplace || !canUpdatePlugin}
+            isShow={versionPicker.isShow}
+            onShowChange={versionPicker.setIsShow}
+            pluginID={detail.plugin_id}
+            currentVersion={version}
+            onSelect={handleVersionSelect}
+            sideOffset={4}
+            alignOffset={0}
+            trigger={(
+              <Badge
+                className={cn(
+                  canUpdatePlugin && isFromMarketplace && 'cursor-pointer hover:bg-state-base-hover',
+                )}
+                uppercase={false}
+                text={(
+                  <>
+                    <span>{version}</span>
+                    {canUpdatePlugin && isFromMarketplace && <span className="ml-1 i-ri-arrow-left-right-line size-3" />}
+                  </>
+                )}
+                hasRedCornerMark={hasNewVersion}
+              />
+            )}
+          />
+          {isDebuggingPlugin && (
             <Badge
-              className={cn(
-                canUpdatePlugin && isFromMarketplace && 'cursor-pointer hover:bg-state-base-hover',
-              )}
+              className="border-state-warning-active bg-state-warning-hover text-text-warning"
+              size="xs"
               uppercase={false}
-              text={(
-                <>
-                  <span>{version}</span>
-                  {canUpdatePlugin && isFromMarketplace && <span className="ml-1 i-ri-arrow-left-right-line size-3" />}
-                </>
-              )}
-              hasRedCornerMark={hasNewVersion}
+              text={t('operation.debugConfig', { ns: 'appDebug' })}
             />
           )}
-        />
+        </>
       )}
 
       {canUpdatePlugin && (hasNewVersion || isFromGitHub) && (