diff --git a/src/routes/azureOpenaiRoutes.js b/src/routes/azureOpenaiRoutes.js
index ba653ba9..ca0aa8fe 100644
--- a/src/routes/azureOpenaiRoutes.js
+++ b/src/routes/azureOpenaiRoutes.js
@@ -250,28 +250,6 @@ router.post('/responses', authenticateApiKey, async (req, res) => {
     messages: req.body.messages?.length || 0
   })
 
-  // Detailed logging for debugging
-  logger.debug(`📋 Azure OpenAI Responses Request Details ${requestId}`, {
-    headers: {
-      'content-type': req.headers['content-type'],
-      'user-agent': req.headers['user-agent'],
-      'x-forwarded-for': req.headers['x-forwarded-for'],
-      'authorization': req.headers.authorization ? '[REDACTED]' : 'not present'
-    },
-    requestBody: {
-      model: req.body.model,
-      messages: req.body.messages,
-      stream: req.body.stream,
-      temperature: req.body.temperature,
-      max_tokens: req.body.max_tokens,
-      top_p: req.body.top_p,
-      frequency_penalty: req.body.frequency_penalty,
-      presence_penalty: req.body.presence_penalty,
-      stop: req.body.stop,
-      logit_bias: req.body.logit_bias
-    }
-  })
-
   try {
     // 获取绑定的 Azure OpenAI 账户
     let account = null
@@ -287,20 +265,6 @@ router.post('/responses', authenticateApiKey, async (req, res) => {
       account = await azureOpenaiAccountService.selectAvailableAccount(sessionId)
     }
 
-    // Log Azure OpenAI request details
-    logger.debug(`🔗 Sending to Azure OpenAI ${requestId}`, {
-      account: {
-        id: account.id,
-        name: account.name,
-        azureEndpoint: account.azureEndpoint,
-        deploymentName: account.deploymentName,
-        apiVersion: account.apiVersion
-      },
-      targetUrl: `${account.azureEndpoint}/openai/deployments/${account.deploymentName}/responses?api-version=${account.apiVersion || '2024-10-01-preview'}`,
-      endpoint: 'responses',
-      isStream: req.body.stream || false
-    })
-
     // 发送请求到 Azure OpenAI
     const response = await azureOpenaiRelayService.handleAzureOpenAIRequest({
       account,
diff --git a/src/services/azureOpenaiRelayService.js b/src/services/azureOpenaiRelayService.js
index 8d8c27e0..79b814ae 100644
--- a/src/services/azureOpenaiRelayService.js
+++ b/src/services/azureOpenaiRelayService.js
@@ -52,25 +52,6 @@ async function handleAzureOpenAIRequest({
     // 处理请求体
     const processedBody = { ...requestBody }
 
-    // Detailed logging for responses endpoint
-    if (endpoint === 'responses') {
-      logger.debug(`🔍 Azure OpenAI Responses Endpoint Details`, {
-        targetUrl: requestUrl,
-        headers: {
-          'Content-Type': requestHeaders['Content-Type'],
-          'api-key': '[REDACTED]',
-          'User-Agent': requestHeaders['User-Agent'] || 'not set'
-        },
-        processedRequestBody: processedBody,
-        account: {
-          name: account.name,
-          azureEndpoint: account.azureEndpoint,
-          deploymentName: account.deploymentName,
-          apiVersion: apiVersion
-        }
-      })
-    }
-
     // 标准化模型名称
     if (processedBody.model) {
       processedBody.model = normalizeModelName(processedBody.model)
@@ -161,25 +142,6 @@ async function handleAzureOpenAIRequest({
       contentType: response.headers?.['content-type'] || 'unknown'
     })
 
-    // Enhanced logging for responses endpoint
-    if (endpoint === 'responses') {
-      logger.debug(`🔍 Azure OpenAI Responses Endpoint Response`, {
-        status: response.status,
-        statusText: response.statusText,
-        headers: {
-          'content-type': response.headers['content-type'],
-          'x-request-id': response.headers['x-request-id'] || response.headers['x-ms-request-id'],
-          'x-ratelimit-remaining': response.headers['x-ratelimit-remaining-requests'],
-          'x-ratelimit-reset': response.headers['x-ratelimit-reset-requests']
-        },
-        responseBodyPreview: isStream ? '[STREAM]' : (
-          response.data ? JSON.stringify(response.data).substring(0, 500) + (JSON.stringify(response.data).length > 500 ? '...' : '') : 'no data'
-        ),
-        endpoint: 'responses',
-        duration: `${requestDuration}ms`
-      })
-    }
-
     return response
   } catch (error) {
     const errorDetails = {
@@ -245,17 +207,6 @@ async function handleAzureOpenAIRequest({
       logger.error('Azure OpenAI Request Failed', errorDetails)
     }
 
-    // Enhanced error logging for responses endpoint
-    if (endpoint === 'responses') {
-      logger.error(`❌ Azure OpenAI Responses Endpoint Error`, {
-        ...errorDetails,
-        endpoint: 'responses',
-        targetUrl: requestUrl,
-        errorType: error.response ? 'HTTP_ERROR' : 'NETWORK_ERROR',
-        responseBody: error.response?.data ? JSON.stringify(error.response.data) : 'no response body'
-      })
-    }
-
     throw error
   }
 }