diff --git a/lib/ai/smart-analyzer.ts b/lib/ai/smart-analyzer.ts
index 8a76ec053..dca1d439c 100644
--- a/lib/ai/smart-analyzer.ts
+++ b/lib/ai/smart-analyzer.ts
@@ -624,6 +624,8 @@ export async function summarizeImageForExecutionReport(params: {
     "只根据图片中可见内容做客观观察，不要推测用户意图。",
     "禁止出现“选中/待处理/按需求/处理/修改/转换”等执行词。",
     "输出一行：画面：主体与关键元素；场景：环境；风格：视觉风格；光线：明暗与色温。",
+    text ? `用户目标（仅辅助理解，不要复述）：${text.slice(0, 120)}` : "",
+    context ? `画布上下文（仅辅助理解，不要复述）：${context.slice(0, 120)}` : "",
   ].join("\n");
 
   if (zhipuProvider?.apiKey && zhipuProvider?.baseUrl) {
@@ -637,47 +639,65 @@ export async function summarizeImageForExecutionReport(params: {
   }
 
   try {
-    const selectedVisionModel =
-      (agentModel && isLikelyVisionCapableModel(agentModel) ? agentModel : undefined) ||
-      allModels.find((m) => isLikelyVisionCapableModel(m));
-    if (!selectedVisionModel) return null;
+    const candidateModels = collectVisionSummaryCandidates({
+      agentModel,
+      allModels,
+    });
+    if (candidateModels.length === 0) return null;
 
     const { getLanguageModelById } = await import("./dynamic-provider");
-    const model = await getLanguageModelById(selectedVisionModel.model.id);
-    if (!model) return null;
+    for (const candidate of candidateModels) {
+      const model = await getLanguageModelById(candidate.model.id);
+      if (!model) continue;
 
-    const preferRemote = shouldPreferRemoteVisionUrls(selectedVisionModel);
-    const modeAttempts = Array.from(new Set([preferRemote, !preferRemote]));
+      const preferRemote = shouldPreferRemoteVisionUrls(candidate);
+      const modeAttempts = Array.from(new Set([preferRemote, !preferRemote]));
 
-    for (const preferRemoteUrls of modeAttempts) {
-      const fallbackVisionImages = await buildAnalyzerVisionImagesByMode({
-        imageUrls,
-        preferRemoteUrls,
-      });
-      if (fallbackVisionImages.length === 0) continue;
+      for (const preferRemoteUrls of modeAttempts) {
+        const fallbackVisionImages = await buildAnalyzerVisionImagesByMode({
+          imageUrls,
+          preferRemoteUrls,
+        });
+        if (fallbackVisionImages.length === 0) continue;
 
-      const { text: summaryText } = await generateText({
-        model,
-        messages: [
-          {
-            role: "user",
-            content: [
+        try {
+          const { text: summaryText } = await generateText({
+            model,
+            messages: [
               {
-                type: "text",
-                text: `${promptText}\n仅输出一行，不超过60字。`,
+                role: "user",
+                content: [
+                  {
+                    type: "text",
+                    text: `${promptText}\n仅输出一行，不超过60字。`,
+                  },
+                  ...fallbackVisionImages,
+                ],
               },
-              ...fallbackVisionImages,
             ],
-          },
-        ],
-        temperature: 0.1,
-        maxTokens: 120,
-        abortSignal: AbortSignal.timeout(ANALYZER_TIMEOUT_MS),
-      } as any);
+            temperature: 0.1,
+            maxTokens: 120,
+            abortSignal: AbortSignal.timeout(ANALYZER_TIMEOUT_MS),
+          } as any);
 
-      const normalized = normalizeVisualSummaryText(summaryText);
-      if (normalized && !isWeakVisualSummary(normalized)) {
-        return normalized;
+          const normalized = normalizeVisualSummaryText(summaryText);
+          if (normalized && !isWeakVisualSummary(normalized)) {
+            console.log(
+              `[Smart Analyzer] Visual summary model used: ${candidate.model.displayName} (${candidate.provider.type}), preferRemote=${preferRemoteUrls}`,
+            );
+            return normalized;
+          }
+          if (normalized) {
+            console.warn(
+              `[Smart Analyzer] Weak visual summary ignored: ${normalized.slice(0, 120)}`,
+            );
+          }
+        } catch (attemptError) {
+          console.warn(
+            `[Smart Analyzer] Visual summary attempt failed: ${candidate.model.displayName} (${candidate.provider.type}), preferRemote=${preferRemoteUrls}`,
+            attemptError,
+          );
+        }
       }
     }
   } catch (error) {
@@ -701,6 +721,12 @@ function isWeakVisualSummary(summary: string): boolean {
   if (!normalized || normalized.length < 14) return true;
 
   const weakPatterns = [
+    /未获取到待分析/,
+    /无可见内容可描述/,
+    /无法获取图片/,
+    /无法访问图片/,
+    /看不到图片/,
+    /图片不可用/,
     /待处理图/,
     /选中.*位置/,
     /当前上传图片/,
@@ -717,6 +743,39 @@ function isWeakVisualSummary(summary: string): boolean {
   return false;
 }
 
+type VisionSummaryModel = Awaited<
+  ReturnType<typeof import("@/lib/db/queries")["getEnabledAiModelsWithProvider"]>
+>[number];
+
+function isVisionSummaryCandidateModel(modelWithProvider: VisionSummaryModel): boolean {
+  const providerType = String(modelWithProvider.provider?.type || "");
+  if (["fal-video", "volcano-video", "qianwen-video", "doubao-video"].includes(providerType)) {
+    return false;
+  }
+  return isLikelyVisionCapableModel(modelWithProvider);
+}
+
+function collectVisionSummaryCandidates(params: {
+  agentModel?: VisionSummaryModel | null;
+  allModels: VisionSummaryModel[];
+}): VisionSummaryModel[] {
+  const result: VisionSummaryModel[] = [];
+  const seen = new Set<string>();
+
+  const push = (item?: VisionSummaryModel | null) => {
+    if (!item) return;
+    if (!isVisionSummaryCandidateModel(item)) return;
+    const id = String(item.model?.id || "");
+    if (!id || seen.has(id)) return;
+    seen.add(id);
+    result.push(item);
+  };
+
+  push(params.agentModel || undefined);
+  for (const model of params.allModels) push(model);
+  return result;
+}
+
 // 历史消息类型
 interface HistoryMessage {
   role: "user" | "assistant";