diff --git a/src/renderer/components/chat-area.ts b/src/renderer/components/chat-area.ts
index 3ae74ef..351e4fa 100644
--- a/src/renderer/components/chat-area.ts
+++ b/src/renderer/components/chat-area.ts
@@ -159,8 +159,8 @@ export function appendMessageDOM(msg: ChatMessage, index: number): void {
 
   const stats: string[] = [];
   if (msg.timestamp) stats.push(formatTime(msg.timestamp));
-  if (msg.eval_count) stats.push(`${msg.eval_count} tokens`);
-  if (msg.total_duration) stats.push(`${(msg.total_duration / 1e9).toFixed(1)}s`);
+  if (msg.eval_count != null && msg.eval_count > 0) stats.push(`${msg.eval_count} tokens`);
+  if (msg.total_duration != null && msg.total_duration > 0) stats.push(`${(msg.total_duration / 1e9).toFixed(1)}s`);
   if (stats.length > 0) {
     contentHtml += `<div class="msg-stats">${stats.map(s => `<span>${s}</span>`).join(' · ')}</div>`;
   }
@@ -337,8 +337,8 @@ export function updateLastAssistantMessage(content: string, think: string | null
       lastMsg.querySelector('.msg-body')!.appendChild(statsDiv);
     }
     const parts: string[] = [];
-    if (stats.eval_count) parts.push(`${stats.eval_count} tokens`);
-    if (stats.total_duration) parts.push(`${(stats.total_duration / 1e9).toFixed(1)}s`);
+    if (stats.eval_count != null && stats.eval_count > 0) parts.push(`${stats.eval_count} tokens`);
+    if (stats.total_duration != null && stats.total_duration > 0) parts.push(`${(stats.total_duration / 1e9).toFixed(1)}s`);
     if (parts.length) statsDiv.innerHTML = parts.join(' · ');
   }
 
diff --git a/src/renderer/components/input-area.ts b/src/renderer/components/input-area.ts
index 0cc303f..81b1bac 100644
--- a/src/renderer/components/input-area.ts
+++ b/src/renderer/components/input-area.ts
@@ -463,9 +463,20 @@ export async function sendMessage(): Promise<void> {
         if (think && typeof think === 'string') thinkContent += think;
       }
       if (chunk.model) modelName = chunk.model;
+      // 捕获任何包含统计的 chunk（不限于 done）
+      if (chunk.eval_count || chunk.total_duration) {
+        finalStats = {
+          eval_count: chunk.eval_count ?? finalStats?.eval_count,
+          total_duration: chunk.total_duration ?? finalStats?.total_duration,
+        };
+      }
       updateLastAssistantMessage(assistantContent, thinkContent || null, null, modelName || undefined);
       if (chunk.done) {
-        finalStats = { eval_count: chunk.eval_count, total_duration: chunk.total_duration };
+        // done chunk 优先使用其统计，保留之前的兜底
+        finalStats = {
+          eval_count: chunk.eval_count ?? finalStats?.eval_count,
+          total_duration: chunk.total_duration ?? finalStats?.total_duration,
+        };
       }
     }, abortController);
 
@@ -706,7 +717,7 @@ async function sendMessageWithAgentLoop(text: string, currentSession: ChatSessio
       onConfirmTool: async (call) => {
         return showToolConfirm(call);
       },
-      onDone: async (finalContent, toolRecords) => {
+      onDone: async (finalContent, toolRecords, loopStats) => {
         assistantContent = finalContent;
 
         const assistantMsg: ChatMessage = {
@@ -714,7 +725,9 @@ async function sendMessageWithAgentLoop(text: string, currentSession: ChatSessio
           content: assistantContent || '',
           timestamp: Date.now(),
           ...(thinkContent && { think: thinkContent }),
-          ...(toolRecords?.length && { toolCalls: toolRecords })
+          ...(toolRecords?.length && { toolCalls: toolRecords }),
+          ...(loopStats?.eval_count && { eval_count: loopStats.eval_count }),
+          ...(loopStats?.total_duration && { total_duration: loopStats.total_duration }),
         };
         state.update(KEYS.CURRENT_SESSION, (session: any) => ({
           ...session,
@@ -722,7 +735,7 @@ async function sendMessageWithAgentLoop(text: string, currentSession: ChatSessio
           updatedAt: Date.now()
         }));
 
-        updateLastAssistantMessage(assistantContent, thinkContent || null, null);
+        updateLastAssistantMessage(assistantContent, thinkContent || null, loopStats || null);
         renderMessages();
         await saveCurrentSession();
       }
diff --git a/src/renderer/services/agent-engine.ts b/src/renderer/services/agent-engine.ts
index aecb1c6..d0955b0 100644
--- a/src/renderer/services/agent-engine.ts
+++ b/src/renderer/services/agent-engine.ts
@@ -32,7 +32,7 @@ export interface AgentCallbacks {
   onToolCallStart: (call: ToolCall) => void;
   onToolCallResult: (name: string, result: ToolResult, call: ToolCall) => void;
   onToolCallError: (name: string, error: string, call: ToolCall) => void;
-  onDone: (finalContent: string, toolRecords?: ToolCallRecord[]) => void;
+  onDone: (finalContent: string, toolRecords?: ToolCallRecord[], stats?: { eval_count?: number; total_duration?: number }) => void;
   onConfirmTool: (call: ToolCall) => Promise<boolean>;
 }
 
@@ -101,6 +101,12 @@ export async function runAgentLoop(
   const allToolRecords: ToolCallRecord[] = [];
   const loopStartTime = Date.now();
   let content = '';
+  let totalEvalCount = 0;
+
+  const makeStats = () => {
+    const totalDuration = (Date.now() - loopStartTime) * 1e6; // 转为纳秒
+    return { eval_count: totalEvalCount || undefined, total_duration: totalDuration };
+  };
 
   while (loopCount < MAX_LOOPS) {
     loopCount++;
@@ -108,14 +114,14 @@ export async function runAgentLoop(
     // 全局超时检查
     if (Date.now() - loopStartTime > MAX_LOOP_TIME) {
       logWarn('Agent Loop 达到最大运行时间（5分钟），自动停止');
-      callbacks.onDone(content || '（达到最大运行时间限制）', allToolRecords);
+      callbacks.onDone(content || '（达到最大运行时间限制）', allToolRecords, makeStats());
       return;
     }
 
     // 检查是否已中止
     if (state.get<AbortController | null>(KEYS.ABORT_CONTROLLER)?.signal.aborted) {
       logInfo('Agent Loop 已中止');
-      callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined);
+      callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
       return;
     }
 
@@ -156,6 +162,7 @@ export async function runAgentLoop(
               content += chunk.message.content;
               callbacks.onContent(content);
             }
+            if (chunk.eval_count) totalEvalCount = chunk.eval_count;
             if (chunk.message?.tool_calls?.length) {
               for (const tc of chunk.message.tool_calls) {
                 if (tc.function?.name) {
@@ -193,7 +200,7 @@ export async function runAgentLoop(
             ...(thinking && { thinking })
           });
         }
-        callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined);
+        callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
         return;
       }
       // 超时错误 — 保留已生成的内容
@@ -206,7 +213,7 @@ export async function runAgentLoop(
             ...(thinking && { thinking })
           });
         }
-        callbacks.onDone(content || '（模型响应超时，已自动中断）', allToolRecords.length > 0 ? allToolRecords : undefined);
+        callbacks.onDone(content || '（模型响应超时，已自动中断）', allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
         return;
       }
       throw err;
@@ -228,14 +235,14 @@ export async function runAgentLoop(
 
     if (toolCalls.length === 0) {
       logInfo('无工具调用，Agent Loop 结束');
-      callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined);
+      callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
       return;
     }
 
     for (const call of toolCalls) {
       // 检查是否已中止
       if (abortController.signal.aborted) {
-        callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined);
+        callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
         return;
       }
 
@@ -246,7 +253,7 @@ export async function runAgentLoop(
         const confirmed = await callbacks.onConfirmTool(call);
         // 确认后再次检查是否已中止
         if (abortController.signal.aborted) {
-          callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined);
+          callbacks.onDone(content, allToolRecords.length > 0 ? allToolRecords : undefined, makeStats());
           return;
         }
         if (!confirmed) {
@@ -320,5 +327,5 @@ export async function runAgentLoop(
   }
 
   logWarn('Agent Loop 达到最大工具调用次数限制');
-  callbacks.onDone(content || '（达到最大工具调用次数限制）', allToolRecords);
+  callbacks.onDone(content || '（达到最大工具调用次数限制）', allToolRecords, makeStats());
 }