diff --git a/local_plugins/chat_api/android/src/main/kotlin/com/yunqiinnovation/chat_api/Utils.kt b/local_plugins/chat_api/android/src/main/kotlin/com/yunqiinnovation/chat_api/Utils.kt
index 77a3dffde..d303ae3b4 100644
--- a/local_plugins/chat_api/android/src/main/kotlin/com/yunqiinnovation/chat_api/Utils.kt
+++ b/local_plugins/chat_api/android/src/main/kotlin/com/yunqiinnovation/chat_api/Utils.kt
@@ -9,6 +9,8 @@ import android.provider.Settings
 import android.util.Log
 import androidx.core.content.ContextCompat
 import com.aallam.openai.api.chat.ChatMessage
+import com.aallam.openai.api.chat.TextContent
+import com.aallam.openai.api.chat.ListContent
 import io.ktor.client.*
 import io.ktor.client.engine.okhttp.*
 import io.ktor.client.plugins.sse.*
@@ -169,16 +171,42 @@ fun roughTokenCount(text: String): Int {
 
 /**
  * 估算消息列表的总 token 数量（近似）
- * @param messages List of message map: role: user/assistant, content: string
+ * @param messages List of message map: role: user/assistant, content: string or array
  * @return 估算 token 数
  */
 fun estimatePromptTokens(messages: List<ChatMessage>): Int {
-    var tokens = 0
-    for (msg in messages) {
-        tokens += 4 // 每条消息结构开销
-        tokens += roughTokenCount(msg.role.role.lowercase()) // ChatRole 枚举转小写字符串
-        tokens += roughTokenCount(msg.content ?: "")
+    var totalText = ""
+    for (message in messages) {
+        when (val content = message.messageContent) {
+            is TextContent? -> {
+                totalText += content?.content + " "
+            }
+            is ListContent -> {
+                // 处理多模态内容数组
+                content.content.forEach { item ->
+                    if (item is Map<*, *>) {
+                        val type = item["type"] as? String
+                        if (type == "text") {
+                            val text = item["text"] as? String ?: ""
+                            totalText += text + " "
+                        }else if(type == "image_url"){
+                            val text = item["image_url"] as? String ?: ""
+                            totalText += text + " "
+                        }
+                    }
+                }
+            }
+        }
     }
-    tokens += 2 // 结尾 assistant 回复结构开销
-    return tokens
-}
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+    return roughTokenCount(totalText)
+}
+//fun estimatePromptTokens(messages: List<ChatMessage>): Int {
+//    var tokens = 0
+//    for (msg in messages) {
+//        tokens += 4 // 每条消息结构开销
+//        tokens += roughTokenCount(msg.role.role.lowercase()) // ChatRole 枚举转小写字符串
+//        tokens += roughTokenCount(msg.content ?: "")
+//    }
+//    tokens += 2 // 结尾 assistant 回复结构开销
+//    return tokens
+//}
\ No newline at end of file