diff --git a/ui/src/utils/resource-context.ts b/ui/src/utils/resource-context.ts
index 481cb1a46ba..e04bd1e0b5b 100644
--- a/ui/src/utils/resource-context.ts
+++ b/ui/src/utils/resource-context.ts
@@ -25,3 +25,7 @@ export const isSystemResource = () => {
 export const isSystemSharedResource = () => {
   return router.currentRoute.value.meta.resourceScope === 'system-shared'
 }
+
+export const getResourceScope = () => {
+  return router.currentRoute.value.meta.resourceScope
+}
diff --git a/ui/src/views/workflow/application/ApplicationWorkflowView.vue b/ui/src/views/workflow/application/ApplicationWorkflowView.vue
index 253a1a85942..8dff1d1e5a5 100644
--- a/ui/src/views/workflow/application/ApplicationWorkflowView.vue
+++ b/ui/src/views/workflow/application/ApplicationWorkflowView.vue
@@ -15,11 +15,10 @@ import { WorkflowMode } from '@/workflow-canvas/types'
 import DefaultModelSettingButton from '../components/default-model-setting/DefaultModelSettingButton.vue'
 import WorkflowViewLayout from '../components/WorkflowViewLayout.vue'
 import Conversation from '@/components/conversation/index.vue'
+import { getResourceScope } from '@/utils/resource-context.ts'
 
 defineOptions({ name: 'ApplicationWorkflowView' })
-
-// 为画布节点中的 ModelSelect 提供参数表单接口。
-provide('getModelParamsForm', ModelApi.getModelParamsForm)
+provide('resourceScope', getResourceScope())
 
 const DEFAULT_WORKFLOW: LogicFlow.GraphConfigData = {
   nodes: cloneDeep(defaultApplicationNodes),
diff --git a/ui/src/workflow-canvas/index.vue b/ui/src/workflow-canvas/index.vue
index bc28f34501f..e863f937a1e 100644
--- a/ui/src/workflow-canvas/index.vue
+++ b/ui/src/workflow-canvas/index.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { nextTick, onBeforeUnmount, onMounted, ref, shallowRef, useTemplateRef } from 'vue'
+import { inject, nextTick, onBeforeUnmount, onMounted, ref, shallowRef, useTemplateRef } from 'vue'
 import { cloneDeep } from 'lodash'
 import LogicFlow, { type GraphModel } from '@logicflow/core'
 import { SelectionSelect } from '@logicflow/extension'
@@ -15,7 +15,7 @@ import NodeSearch from './component/NodeSearch.vue'
 defineOptions({ name: 'MkWorkflow' })
 
 type CanvasWorkflowNodeModel = WorkflowNodeModel & { set_loop_body?: () => void }
-
+const apiType = inject('resourceScope', 'workspace')
 const props = withDefaults(
   defineProps<{
     data?: LogicFlow.GraphConfigData | null
@@ -73,7 +73,7 @@ function renderGraphData(data: LogicFlow.GraphConfigData = props.data ?? {}) {
   lf.value.graphModel.get_provide = (model: LogicFlow.NodeData | null, graph: GraphModel | null) => ({
     getModel: () => model,
     getGraph: () => graph,
-    apiType: 'workspace', // TODO: apiType
+    apiType: apiType,
     workflowMode: props.workflowMode,
     loopWorkflowMode: props.loopWorkflowMode,
   })
diff --git a/ui/src/workflow-canvas/nodes/base-node/index.vue b/ui/src/workflow-canvas/nodes/base-node/index.vue
index bd3396a01ca..8ea97d4e869 100644
--- a/ui/src/workflow-canvas/nodes/base-node/index.vue
+++ b/ui/src/workflow-canvas/nodes/base-node/index.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { computed, inject, onMounted, ref, useTemplateRef } from 'vue'
+import { computed, inject, onMounted, ref, useTemplateRef, provide } from 'vue'
 import { cloneDeep } from 'lodash'
 import type { FormInstance } from 'element-plus'
 import type { ModelItem, ModelProviderItem } from '@/api/types'
@@ -19,9 +19,14 @@ defineOptions({ name: 'WorkflowBaseNode' })
 
 const getModel = inject('getModel') as () => WorkflowNodeModel
 const apiType = (inject('apiType') as string) || 'workspace'
+
 const model = getModel()
 const store = useWorkflowStore(apiType)
 
+// 为画布节点中的 ModelSelect 提供参数表单接口。
+provide('getModelParamsForm', store.force.getModelParamsForm)
+provide('getSelectModelList', store.force.getModelList)
+
 const formRef = useTemplateRef<FormInstance>('formRef')
 
 // 基本信息与节点数据初始化
diff --git a/ui/src/workflow-canvas/nodes/form-node/index.vue b/ui/src/workflow-canvas/nodes/form-node/index.vue
index 1b8626e5b3d..a59aa26de27 100644
--- a/ui/src/workflow-canvas/nodes/form-node/index.vue
+++ b/ui/src/workflow-canvas/nodes/form-node/index.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { computed, inject, onMounted, useTemplateRef } from 'vue'
+import { computed, inject, onMounted, useTemplateRef, provide } from 'vue'
 import { cloneDeep } from 'lodash'
 import type { FormInstance } from 'element-plus'
 import type { FormField, VisibilityFieldOption } from '@/components/mk-dynamics-form'
@@ -7,12 +7,15 @@ import NodeContainer from '@/workflow-canvas/core/node-container/index.vue'
 import type { WorkflowNodeModel } from '@/workflow-canvas/core/workflow-node'
 import { handleNodeWheel } from '@/workflow-canvas/core/utils'
 import FormSettingTable from './component/form-setting/FormSettingTable.vue'
-
+import { useWorkflowStore } from '@/workflow-canvas/store'
 defineOptions({ name: 'WorkflowFormNode' })
-
+const apiType = (inject('apiType') as string) || 'workspace'
+const store = useWorkflowStore(apiType)
 const getModel = inject<() => WorkflowNodeModel>('getModel')!
 const model = getModel()
-
+// 为画布节点中的 ModelSelect 提供参数表单接口。
+provide('getModelParamsForm', store.force.getModelParamsForm)
+provide('getSelectModelList', store.force.getModelList)
 interface FormNodeForm {
   is_result: boolean
   form_field_list: FormField[]
diff --git a/ui/src/workflow-canvas/store/api/system-resource/index.ts b/ui/src/workflow-canvas/store/api/system-resource/index.ts
new file mode 100644
index 00000000000..8623eb5cf74
--- /dev/null
+++ b/ui/src/workflow-canvas/store/api/system-resource/index.ts
@@ -0,0 +1,2 @@
+import modelAPI from '@/api/admin/workspace/model/model'
+export default { getModelList: modelAPI.getModelList, getModelParamsForm: modelAPI.getModelParamsForm }
diff --git a/ui/src/workflow-canvas/store/api/shared/index.ts b/ui/src/workflow-canvas/store/api/system-shared/index.ts
similarity index 100%
rename from ui/src/workflow-canvas/store/api/shared/index.ts
rename to ui/src/workflow-canvas/store/api/system-shared/index.ts
diff --git a/ui/src/workflow-canvas/store/api/system/index.ts b/ui/src/workflow-canvas/store/api/system/index.ts
deleted file mode 100644
index 66dadb8339f..00000000000
--- a/ui/src/workflow-canvas/store/api/system/index.ts
+++ /dev/null
@@ -1,2 +0,0 @@
-import modelAPI from '@/api/admin/workspace/model/model'
-export default { getModelList: modelAPI.getModelList }
diff --git a/ui/src/workflow-canvas/store/api/workspace/index.ts b/ui/src/workflow-canvas/store/api/workspace/index.ts
index 2b235f8399b..ded3c1566cd 100644
--- a/ui/src/workflow-canvas/store/api/workspace/index.ts
+++ b/ui/src/workflow-canvas/store/api/workspace/index.ts
@@ -1,3 +1,3 @@
 import modelAPI from '@/api/admin/workspace/model/model'
 import providerAPI from '@/api/admin/model-provider'
-export default { getModelList: modelAPI.getModelList, getProviderList: providerAPI.getProviderList }
+export default { getModelList: modelAPI.getModelList, getProviderList: providerAPI.getProviderList, getModelParamsForm: modelAPI.getModelParamsForm }
diff --git a/ui/src/workflow-canvas/store/index.ts b/ui/src/workflow-canvas/store/index.ts
index a64d65b6c87..ca6fc25b4b7 100644
--- a/ui/src/workflow-canvas/store/index.ts
+++ b/ui/src/workflow-canvas/store/index.ts
@@ -1,6 +1,14 @@
-import type { Dict, ModelItem, ModelProviderItem } from '@/api/types'
+import type { Dict, DynamicFormField, ModelItem, ModelProviderItem } from '@/api/types'
 
-type ApiModule = { getModelList: (query?: Dict<unknown>) => Promise<ModelItem[]>; getProviderList: () => Promise<ModelProviderItem[]> }
+// 底层 api/*/index.ts 提供的原始接口实现,不含缓存层能力。
+type ApiModule = {
+  getModelList: (query?: Dict<unknown>) => Promise<ModelItem[]>
+  getProviderList: () => Promise<ModelProviderItem[]>
+  getModelParamsForm: (modelId: string) => Promise<DynamicFormField[]>
+}
+
+// useWorkflowStore 返回的包装接口:默认走缓存,通过 store.force.xxx() 强制刷新。
+type WorkflowStore = ApiModule & { force: ApiModule }
 
 const apiModules = import.meta.glob<{ default: ApiModule }>('./api/*/index.ts', { eager: true })
 
@@ -14,11 +22,12 @@ const apiMap = Object.fromEntries(
 const cacheMap = new Map<string, Map<string, unknown>>()
 const pendingMap = new Map<string, Map<string, Promise<unknown>>>()
 
-export function useWorkflowStore(apiType: string): ApiModule {
-  const api = apiMap[apiType]
+export function useWorkflowStore(apiType: string): WorkflowStore {
+  const api: ApiModule | undefined = apiMap[apiType]
   if (!api) {
     throw new Error(`[useWorkflowStore] unknown apiType: "${apiType}"`)
   }
+  const resolvedApi: ApiModule = api
 
   const cache = cacheMap.get(apiType) ?? new Map<string, unknown>()
   cacheMap.set(apiType, cache)
@@ -26,34 +35,35 @@ export function useWorkflowStore(apiType: string): ApiModule {
   const pending = pendingMap.get(apiType) ?? new Map<string, Promise<unknown>>()
   pendingMap.set(apiType, pending)
 
-  return {
-    getModelList(query?: Dict<unknown>): Promise<ModelItem[]> {
-      const key = `model:${JSON.stringify(query ?? {})}`
-      if (cache.has(key)) return Promise.resolve(cache.get(key) as ModelItem[])
-      if (pending.has(key)) return pending.get(key) as Promise<ModelItem[]>
-
-      const promise = api.getModelList(query).then((list) => {
-        cache.set(key, list)
-        pending.delete(key)
-        return list
-      })
-
-      pending.set(key, promise)
-      return promise
-    },
-    getProviderList(): Promise<ModelProviderItem[]> {
-      const key = 'provider'
-      if (cache.has(key)) return Promise.resolve(cache.get(key) as ModelProviderItem[])
-      if (pending.has(key)) return pending.get(key) as Promise<ModelProviderItem[]>
-
-      const promise = api.getProviderList().then((list) => {
-        cache.set(key, list)
-        pending.delete(key)
-        return list
-      })
-
-      pending.set(key, promise)
-      return promise
-    },
+  // 统一的缓存 + 请求去重逻辑。force 时跳过缓存读取并覆盖缓存,但仍复用在途请求以避免重复触发。
+  function withCache<T>(key: string, fetcher: () => Promise<T>, force = false): Promise<T> {
+    if (!force && cache.has(key)) return Promise.resolve(cache.get(key) as T)
+    if (pending.has(key)) return pending.get(key) as Promise<T>
+
+    const promise = fetcher().then((data) => {
+      cache.set(key, data)
+      pending.delete(key)
+      return data
+    })
+
+    pending.set(key, promise)
+    return promise
   }
+
+  // 生成一组接口方法;force 为 true 时对应的调用会跳过缓存强制刷新。
+  function build(force: boolean): ApiModule {
+    return {
+      getModelList(query?: Dict<unknown>): Promise<ModelItem[]> {
+        return withCache(`model:${JSON.stringify(query ?? {})}`, () => resolvedApi.getModelList(query), force)
+      },
+      getProviderList(): Promise<ModelProviderItem[]> {
+        return withCache('provider', () => resolvedApi.getProviderList(), force)
+      },
+      getModelParamsForm(modelId: string): Promise<DynamicFormField[]> {
+        return withCache(`modelParamsForm:${modelId}`, () => resolvedApi.getModelParamsForm(modelId), force)
+      },
+    }
+  }
+
+  return { ...build(false), force: build(true) }
 }