diff --git a/frontend/src/hooks/use-iframe-skill.ts b/frontend/src/hooks/use-iframe-skill.ts
index 10561850..b3c7fea7 100644
--- a/frontend/src/hooks/use-iframe-skill.ts
+++ b/frontend/src/hooks/use-iframe-skill.ts
@@ -49,6 +49,12 @@ function parseStoredSkills(raw: string | null): SkillData[] {
   }
 }
 
+function removeSkillsByIdsFromList(skills: SkillData[], skillIds: string[]): SkillData[] {
+  if (skillIds.length === 0) return skills;
+  const idSet = new Set(skillIds.map((id) => String(id)));
+  return skills.filter((skill) => !idSet.has(String(skill.skill_id)));
+}
+
 // Hook 返回类型
 interface UseIframeSkillReturn {
   selectedSkill: SkillData | null;
@@ -81,6 +87,45 @@ export function useIframeSkill(
   const [selectedSkills, setSelectedSkills] = useState<SkillData[]>([]);
   const [isBootstrapping, setIsBootstrapping] = useState(false);
 
+  const removeFailedSkills = useCallback(
+    (skillIds: string[]) => {
+      if (skillIds.length === 0) return;
+
+      // 1) 回滚内存状态：移除失败 skill，避免展示错误 tag
+      setSelectedSkills((prev) => {
+        const next = removeSkillsByIdsFromList(prev, skillIds);
+        setSelectedSkill(next[0] ?? null);
+        return next;
+      });
+
+      // 2) 回滚 localStorage（latest + thread）
+      const latestSkills = parseStoredSkills(
+        window.localStorage.getItem(STORAGE_KEYS.latest),
+      );
+      const nextLatestSkills = removeSkillsByIdsFromList(latestSkills, skillIds);
+      if (nextLatestSkills.length > 0) {
+        window.localStorage.setItem(
+          STORAGE_KEYS.latest,
+          JSON.stringify(nextLatestSkills),
+        );
+      } else {
+        window.localStorage.removeItem(STORAGE_KEYS.latest);
+      }
+
+      const threadKey = getThreadStorageKey(threadId);
+      if (threadKey) {
+        const threadSkills = parseStoredSkills(window.localStorage.getItem(threadKey));
+        const nextThreadSkills = removeSkillsByIdsFromList(threadSkills, skillIds);
+        if (nextThreadSkills.length > 0) {
+          window.localStorage.setItem(threadKey, JSON.stringify(nextThreadSkills));
+        } else {
+          window.localStorage.removeItem(threadKey);
+        }
+      }
+    },
+    [threadId],
+  );
+
   // 1. 监听 query 参数变化（临时禁用）
   // TODO: 当前 skill 仅通过 iframe postMessage 传递，暂不从 URL 读取 skill_id/title。
   // useEffect(() => {
@@ -223,6 +268,8 @@ export function useIframeSkill(
         toast.dismiss("suggest-skill-bootstrap");
 
         if (!result.success) {
+          const failedIds = selectedSkills.map((item) => String(item.id).trim());
+          removeFailedSkills(failedIds);
           toast.error(`技能「${title}」加载失败`, {
             description: result.message || "未知错误",
           });
@@ -243,6 +290,8 @@ export function useIframeSkill(
 
         return true;
       } catch (error) {
+        const failedIds = selectedSkills.map((item) => String(item.id).trim());
+        removeFailedSkills(failedIds);
         toast.dismiss("suggest-skill-bootstrap");
         const message =
           error instanceof Error ? error.message : "网络请求失败";
@@ -254,7 +303,7 @@ export function useIframeSkill(
         setIsBootstrapping(false);
       }
     },
-    [searchParams, sendSelectSkill, threadId],
+    [removeFailedSkills, searchParams, sendSelectSkill, threadId],
   );
 
   // 打开 skill 选择对话框