diff --git a/src/models/redis.js b/src/models/redis.js
index 33edf935..0b1c7ce0 100644
--- a/src/models/redis.js
+++ b/src/models/redis.js
@@ -405,20 +405,20 @@ class RedisClient {
     return await this.client.del(key);
   }
 
-  // 🔐 会话管理
+  // 🔐 会话管理（用于管理员登录等）
   async setSession(sessionId, sessionData, ttl = 86400) {
-    const key = `session:${sessionId}`;
+    const key = `admin_session:${sessionId}`;
     await this.client.hset(key, sessionData);
     await this.client.expire(key, ttl);
   }
 
   async getSession(sessionId) {
-    const key = `session:${sessionId}`;
+    const key = `admin_session:${sessionId}`;
     return await this.client.hgetall(key);
   }
 
   async deleteSession(sessionId) {
-    const key = `session:${sessionId}`;
+    const key = `admin_session:${sessionId}`;
     return await this.client.del(key);
   }
 
@@ -640,6 +640,22 @@ class RedisClient {
     }
   }
 
+  // 🔗 会话sticky映射管理
+  async setSessionAccountMapping(sessionHash, accountId, ttl = 3600) {
+    const key = `session:${sessionHash}`;
+    await this.client.set(key, accountId, 'EX', ttl);
+  }
+
+  async getSessionAccountMapping(sessionHash) {
+    const key = `session:${sessionHash}`;
+    return await this.client.get(key);
+  }
+
+  async deleteSessionAccountMapping(sessionHash) {
+    const key = `session:${sessionHash}`;
+    return await this.client.del(key);
+  }
+
   // 🧹 清理过期数据
   async cleanup() {
     try {
diff --git a/src/services/claudeAccountService.js b/src/services/claudeAccountService.js
index 8498bf1b..c37bbf03 100644
--- a/src/services/claudeAccountService.js
+++ b/src/services/claudeAccountService.js
@@ -286,8 +286,8 @@ class ClaudeAccountService {
     }
   }
 
-  // 🎯 智能选择可用账户
-  async selectAvailableAccount() {
+  // 🎯 智能选择可用账户（支持sticky会话）
+  async selectAvailableAccount(sessionHash = null) {
     try {
       const accounts = await redis.getAllClaudeAccounts();
       
@@ -300,6 +300,24 @@ class ClaudeAccountService {
         throw new Error('No active Claude accounts available');
       }
 
+      // 如果有会话哈希，检查是否有已映射的账户
+      if (sessionHash) {
+        const mappedAccountId = await redis.getSessionAccountMapping(sessionHash);
+        if (mappedAccountId) {
+          // 验证映射的账户是否仍然可用
+          const mappedAccount = activeAccounts.find(acc => acc.id === mappedAccountId);
+          if (mappedAccount) {
+            logger.info(`🎯 Using sticky session account: ${mappedAccount.name} (${mappedAccountId}) for session ${sessionHash}`);
+            return mappedAccountId;
+          } else {
+            logger.warn(`⚠️ Mapped account ${mappedAccountId} is no longer available, selecting new account`);
+            // 清理无效的映射
+            await redis.deleteSessionAccountMapping(sessionHash);
+          }
+        }
+      }
+
+      // 如果没有映射或映射无效，选择新账户
       // 优先选择最近刷新过token的账户
       const sortedAccounts = activeAccounts.sort((a, b) => {
         const aLastRefresh = new Date(a.lastRefreshAt || 0).getTime();
@@ -307,7 +325,15 @@ class ClaudeAccountService {
         return bLastRefresh - aLastRefresh;
       });
 
-      return sortedAccounts[0].id;
+      const selectedAccountId = sortedAccounts[0].id;
+      
+      // 如果有会话哈希，建立新的映射
+      if (sessionHash) {
+        await redis.setSessionAccountMapping(sessionHash, selectedAccountId, 3600); // 1小时过期
+        logger.info(`🎯 Created new sticky session mapping: ${sortedAccounts[0].name} (${selectedAccountId}) for session ${sessionHash}`);
+      }
+
+      return selectedAccountId;
     } catch (error) {
       logger.error('❌ Failed to select available account:', error);
       throw error;
diff --git a/src/services/claudeRelayService.js b/src/services/claudeRelayService.js
index 4e12530e..521c7239 100644
--- a/src/services/claudeRelayService.js
+++ b/src/services/claudeRelayService.js
@@ -2,6 +2,7 @@ const https = require('https');
 const { SocksProxyAgent } = require('socks-proxy-agent');
 const { HttpsProxyAgent } = require('https-proxy-agent');
 const claudeAccountService = require('./claudeAccountService');
+const sessionHelper = require('../utils/sessionHelper');
 const logger = require('../utils/logger');
 const config = require('../../config/config');
 
@@ -16,10 +17,13 @@ class ClaudeRelayService {
   // 🚀 转发请求到Claude API
   async relayRequest(requestBody, apiKeyData) {
     try {
-      // 选择可用的Claude账户
-      const accountId = apiKeyData.claudeAccountId || await claudeAccountService.selectAvailableAccount();
+      // 生成会话哈希用于sticky会话
+      const sessionHash = sessionHelper.generateSessionHash(requestBody);
       
-      logger.info(`📤 Processing API request for key: ${apiKeyData.name || apiKeyData.id}, account: ${accountId}`);
+      // 选择可用的Claude账户（支持sticky会话）
+      const accountId = apiKeyData.claudeAccountId || await claudeAccountService.selectAvailableAccount(sessionHash);
+      
+      logger.info(`📤 Processing API request for key: ${apiKeyData.name || apiKeyData.id}, account: ${accountId}${sessionHash ? `, session: ${sessionHash}` : ''}`);
       
       // 获取有效的访问token
       const accessToken = await claudeAccountService.getValidAccessToken(accountId);
@@ -224,10 +228,13 @@ class ClaudeRelayService {
   // 🌊 处理流式响应（带usage数据捕获）
   async relayStreamRequestWithUsageCapture(requestBody, apiKeyData, responseStream, usageCallback) {
     try {
-      // 选择可用的Claude账户
-      const accountId = apiKeyData.claudeAccountId || await claudeAccountService.selectAvailableAccount();
+      // 生成会话哈希用于sticky会话
+      const sessionHash = sessionHelper.generateSessionHash(requestBody);
       
-      logger.info(`📡 Processing streaming API request with usage capture for key: ${apiKeyData.name || apiKeyData.id}, account: ${accountId}`);
+      // 选择可用的Claude账户（支持sticky会话）
+      const accountId = apiKeyData.claudeAccountId || await claudeAccountService.selectAvailableAccount(sessionHash);
+      
+      logger.info(`📡 Processing streaming API request with usage capture for key: ${apiKeyData.name || apiKeyData.id}, account: ${accountId}${sessionHash ? `, session: ${sessionHash}` : ''}`);
       
       // 获取有效的访问token
       const accessToken = await claudeAccountService.getValidAccessToken(accountId);
diff --git a/src/utils/sessionHelper.js b/src/utils/sessionHelper.js
new file mode 100644
index 00000000..6f040b82
--- /dev/null
+++ b/src/utils/sessionHelper.js
@@ -0,0 +1,118 @@
+const crypto = require('crypto');
+const logger = require('./logger');
+
+class SessionHelper {
+  /**
+   * 生成会话哈希，用于sticky会话保持
+   * 基于Anthropic的prompt caching机制，优先使用cacheable内容
+   * @param {Object} requestBody - 请求体
+   * @returns {string|null} - 32字符的会话哈希，如果无法生成则返回null
+   */
+  generateSessionHash(requestBody) {
+    if (!requestBody || typeof requestBody !== 'object') {
+      return null;
+    }
+
+    let cacheableContent = '';
+    const system = requestBody.system || '';
+    const messages = requestBody.messages || [];
+
+    // 1. 优先提取带有cache_control: {"type": "ephemeral"}的内容
+    // 检查system中的cacheable内容
+    if (Array.isArray(system)) {
+      for (const part of system) {
+        if (part && part.cache_control && part.cache_control.type === 'ephemeral') {
+          cacheableContent += part.text || '';
+        }
+      }
+    }
+
+    // 检查messages中的cacheable内容
+    for (const msg of messages) {
+      const content = msg.content || '';
+      if (Array.isArray(content)) {
+        for (const part of content) {
+          if (part && part.cache_control && part.cache_control.type === 'ephemeral') {
+            if (part.type === 'text') {
+              cacheableContent += part.text || '';
+            }
+            // 其他类型（如image）不参与hash计算
+          }
+        }
+      } else if (typeof content === 'string' && msg.cache_control && msg.cache_control.type === 'ephemeral') {
+        // 罕见情况，但需要检查
+        cacheableContent += content;
+      }
+    }
+
+    // 2. 如果有cacheable内容，直接使用
+    if (cacheableContent) {
+      const hash = crypto.createHash('sha256').update(cacheableContent).digest('hex').substring(0, 32);
+      logger.debug(`📋 Session hash generated from cacheable content: ${hash}`);
+      return hash;
+    }
+
+    // 3. Fallback: 使用system内容
+    if (system) {
+      let systemText = '';
+      if (typeof system === 'string') {
+        systemText = system;
+      } else if (Array.isArray(system)) {
+        systemText = system.map(part => part.text || '').join('');
+      }
+      
+      if (systemText) {
+        const hash = crypto.createHash('sha256').update(systemText).digest('hex').substring(0, 32);
+        logger.debug(`📋 Session hash generated from system content: ${hash}`);
+        return hash;
+      }
+    }
+
+    // 4. 最后fallback: 使用第一条消息内容
+    if (messages.length > 0) {
+      const firstMessage = messages[0];
+      let firstMessageText = '';
+      
+      if (typeof firstMessage.content === 'string') {
+        firstMessageText = firstMessage.content;
+      } else if (Array.isArray(firstMessage.content)) {
+        firstMessageText = firstMessage.content
+          .filter(part => part.type === 'text')
+          .map(part => part.text || '')
+          .join('');
+      }
+      
+      if (firstMessageText) {
+        const hash = crypto.createHash('sha256').update(firstMessageText).digest('hex').substring(0, 32);
+        logger.debug(`📋 Session hash generated from first message: ${hash}`);
+        return hash;
+      }
+    }
+
+    // 无法生成会话哈希
+    logger.debug('📋 Unable to generate session hash - no suitable content found');
+    return null;
+  }
+
+  /**
+   * 获取会话的Redis键名
+   * @param {string} sessionHash - 会话哈希
+   * @returns {string} - Redis键名
+   */
+  getSessionRedisKey(sessionHash) {
+    return `session:${sessionHash}`;
+  }
+
+  /**
+   * 验证会话哈希格式
+   * @param {string} sessionHash - 会话哈希
+   * @returns {boolean} - 是否有效
+   */
+  isValidSessionHash(sessionHash) {
+    return typeof sessionHash === 'string' && 
+           sessionHash.length === 32 && 
+           /^[a-f0-9]{32}$/.test(sessionHash);
+  }
+}
+
+module.exports = new SessionHelper();
\ No newline at end of file