diff --git a/packages/extension/src/components/cards.tsx b/packages/extension/src/components/cards.tsx
index 40c3c87..cf1008b 100644
--- a/packages/extension/src/components/cards.tsx
+++ b/packages/extension/src/components/cards.tsx
@@ -146,6 +146,7 @@ function CopyButton({ text, label }: { text: string; label: string }) {
 function extractPrompt(rawRequest: unknown, role: 'system' | 'user'): string | null {
 	const messages = (rawRequest as { messages?: { role: string; content?: unknown }[] })?.messages
 	if (!messages) return null
+	if (!Array.isArray(messages)) return null
 	const msg =
 		role === 'system'
 			? messages.find((m) => m.role === role)
diff --git a/packages/llms/src/OpenAIClient.ts b/packages/llms/src/OpenAIClient.ts
index 784d2e3..47f1904 100644
--- a/packages/llms/src/OpenAIClient.ts
+++ b/packages/llms/src/OpenAIClient.ts
@@ -45,6 +45,17 @@ export class OpenAIClient implements LLMClient {
 		}
 
 		modelPatch(requestBody)
+		let transformedBody: Record<string, unknown> | undefined
+		try {
+			transformedBody = this.config.transformRequestBody(requestBody)
+		} catch (error) {
+			throw new InvokeError(
+				InvokeErrorType.CONFIG_ERROR,
+				`transformRequestBody failed: ${(error as Error).message}`,
+				error
+			)
+		}
+		const finalRequestBody = transformedBody ?? requestBody
 
 		// 2. Call API
 		let response: Response
@@ -55,7 +66,7 @@ export class OpenAIClient implements LLMClient {
 					'Content-Type': 'application/json',
 					...(this.config.apiKey && { Authorization: `Bearer ${this.config.apiKey}` }),
 				},
-				body: JSON.stringify(requestBody),
+				body: JSON.stringify(finalRequestBody),
 				signal: abortSignal,
 			})
 		} catch (error: unknown) {
@@ -225,7 +236,7 @@ export class OpenAIClient implements LLMClient {
 				reasoningTokens: data.usage?.completion_tokens_details?.reasoning_tokens,
 			},
 			rawResponse: data,
-			rawRequest: requestBody,
+			rawRequest: finalRequestBody,
 		}
 	}
 }
diff --git a/packages/llms/src/errors.ts b/packages/llms/src/errors.ts
index 378af75..9a9dd48 100644
--- a/packages/llms/src/errors.ts
+++ b/packages/llms/src/errors.ts
@@ -14,6 +14,7 @@ export const InvokeErrorType = {
 	UNKNOWN: 'unknown',
 
 	// Non-retryable
+	CONFIG_ERROR: 'config_error', // Invalid local configuration or hook
 	AUTH_ERROR: 'auth_error', // Authentication failed
 	CONTEXT_LENGTH: 'context_length', // Prompt too long
 	CONTENT_FILTER: 'content_filter', // Content filtered
diff --git a/packages/llms/src/index.ts b/packages/llms/src/index.ts
index 8a5af66..bc778a0 100644
--- a/packages/llms/src/index.ts
+++ b/packages/llms/src/index.ts
@@ -21,6 +21,7 @@ export function parseLLMConfig(config: LLMConfig): Required<LLMConfig> {
 		apiKey: config.apiKey || '',
 		temperature: config.temperature ?? DEFAULT_TEMPERATURE,
 		maxRetries: config.maxRetries ?? LLM_MAX_RETRIES,
+		transformRequestBody: config.transformRequestBody ?? ((requestBody) => requestBody),
 		disableNamedToolChoice: config.disableNamedToolChoice ?? false,
 		customFetch: (config.customFetch ?? fetch).bind(globalThis), // fetch will be illegal unless bound
 	}
diff --git a/packages/llms/src/types.ts b/packages/llms/src/types.ts
index 84295dd..f548da8 100644
--- a/packages/llms/src/types.ts
+++ b/packages/llms/src/types.ts
@@ -95,6 +95,16 @@ export interface LLMConfig {
 	temperature?: number
 	maxRetries?: number
 
+	/**
+	 * Transform the final request body before sending it to the provider.
+	 * Use this to implement provider-specific request tweaks such as caching hints or custom flags.
+	 *
+	 * Return a new object, or mutate the input object and return undefined.
+	 */
+	transformRequestBody?: (
+		requestBody: Record<string, unknown>
+	) => Record<string, unknown> | undefined
+
 	/**
 	 * remove the tool_choice field from the request.
 	 * @note fix "Invalid tool_choice type: 'object'" for some LLMs.
diff --git a/packages/website/src/pages/docs/advanced/page-agent-core/page.tsx b/packages/website/src/pages/docs/advanced/page-agent-core/page.tsx
index 7046a9d..84b16fa 100644
--- a/packages/website/src/pages/docs/advanced/page-agent-core/page.tsx
+++ b/packages/website/src/pages/docs/advanced/page-agent-core/page.tsx
@@ -156,6 +156,13 @@ const result = await agent.execute('Fill in the form with test data')`}
 							defaultValue: '3',
 							description: isZh ? 'API 调用失败时的最大重试次数' : 'Maximum retries on API failure',
 						},
+						{
+							name: 'transformRequestBody',
+							type: '(requestBody) => Record<string, unknown> | undefined',
+							description: isZh
+								? '在请求发送前转换最终 request body。可用于处理供应商特定的缓存提示或私有参数。'
+								: 'Transform the final request body before sending it. Useful for provider-specific cache hints or private request parameters.',
+						},
 						{
 							name: 'disableNamedToolChoice',
 							type: 'boolean',
@@ -174,6 +181,42 @@ const result = await agent.execute('Fill in the form with test data')`}
 					]}
 				/>
 
+				<h3 className="text-lg font-semibold mt-6 mb-3 text-gray-800 dark:text-gray-200">
+					{isZh ? 'transformRequestBody 示例' : 'transformRequestBody Example'}
+				</h3>
+				<p className="text-gray-600 dark:text-gray-400 mb-4">
+					{isZh
+						? '如果某个供应商需要私有字段或缓存提示，可以通过 transformRequestBody 在发送前透传请求体，而不需要把供应商逻辑写进 PageAgent 内部。'
+						: 'If a provider needs private fields or cache hints, use transformRequestBody to tweak the request body before sending it instead of baking provider-specific logic into PageAgent.'}
+				</p>
+				<CodeEditor
+					language="typescript"
+					code={`const agent = new PageAgentCore({
+  pageController: new PageController({ enableMask: true }),
+  baseURL: 'https://your-provider.example/v1',
+  apiKey: 'your-api-key',
+  model: 'qwen3.5-plus',
+  transformRequestBody: (requestBody) => {
+    const messages = requestBody.messages
+    if (!Array.isArray(messages)) return
+
+    const systemMessage = messages.find(
+      (message) => message && typeof message === 'object' && message.role === 'system'
+    ) as { role: string; content?: unknown } | undefined
+
+    if (!systemMessage || typeof systemMessage.content !== 'string') return
+
+    systemMessage.content = [
+      {
+        type: 'text',
+        text: systemMessage.content,
+        cache_control: { type: 'ephemeral' },
+      },
+    ]
+  },
+})`}
+				/>
+
 				{/* Agent Config */}
 				<h3 className="text-lg font-semibold mt-6 mb-3 text-gray-800 dark:text-gray-200">
 					{isZh ? 'Agent 配置' : 'Agent Config'}