diff --git a/src/components/frontend/src/code-queue.tsx b/src/components/frontend/src/code-queue.tsx
index cda23150..ea89f33a 100644
--- a/src/components/frontend/src/code-queue.tsx
+++ b/src/components/frontend/src/code-queue.tsx
@@ -317,14 +317,14 @@ function queueRunnableTaskId(queueRows: any[], queueId: string, rows: any[]): st
 async function loadTaskList(apiBaseUrl: string, queueId = allQueuesId, searchQuery = ""): Promise<any> {
   return requestJson(codexApi(
     apiBaseUrl,
-    `/api/tasks/overview?limit=${codexInitialTaskLimit}&transcriptLimit=1&compact=1&selected=0${taskListQuerySuffix(queueId, searchQuery)}`,
+    `/api/tasks/overview?limit=${codexInitialTaskLimit}&transcriptLimit=1&compact=1&selected=0&skipTrace=1${taskListQuerySuffix(queueId, searchQuery)}`,
   ), codexNoCacheOptions());
 }
 
-async function loadTaskOverview(apiBaseUrl: string, preferId: string, afterSeq = 0, queueId = allQueuesId, searchQuery = ""): Promise<any> {
+async function loadTaskOverview(apiBaseUrl: string, preferId: string, afterSeq = 0, queueId = allQueuesId, searchQuery = "", skipTrace = false): Promise<any> {
   return requestJson(codexApi(
     apiBaseUrl,
-    `/api/tasks/overview?limit=${codexInitialTaskLimit}&transcriptLimit=3&compact=1&afterSeq=${encodeURIComponent(String(Math.max(0, afterSeq)))}&preferId=${encodeURIComponent(preferId)}${taskListQuerySuffix(queueId, searchQuery)}`,
+    `/api/tasks/overview?limit=${codexInitialTaskLimit}&transcriptLimit=3&compact=1&afterSeq=${encodeURIComponent(String(Math.max(0, afterSeq)))}&preferId=${encodeURIComponent(preferId)}${skipTrace ? "&skipTrace=1" : ""}${taskListQuerySuffix(queueId, searchQuery)}`,
   ), codexNoCacheOptions());
 }
 
@@ -2528,7 +2528,7 @@ export function CodeQueuePage({ microservices, onRaw, apiBaseUrl = "/api", initi
     const requestedTranscript = Array.isArray(requestedCached?.task?.transcript) ? requestedCached.task.transcript : [];
     const overviewAfterSeq = transcriptResumeSeq(requestedTranscript);
     let tasksResult = null;
-    tasksResult = await loadTaskOverview(apiBaseUrl, requestedId, overviewAfterSeq, queueFilterId);
+    tasksResult = await loadTaskOverview(apiBaseUrl, requestedId, overviewAfterSeq, queueFilterId, "", true);
     if (token !== queueLoadTokenRef.current) {
       if (trackLoad) trackedLoadInFlightRef.current = false;
       return;
@@ -2608,6 +2608,19 @@ export function CodeQueuePage({ microservices, onRaw, apiBaseUrl = "/api", initi
       // cards are shown for historical multi-attempt sessions too.
       void ensureTraceSummary(nextId, false, trackLoad ? startedAt : undefined, trackLoad ? queueMs : undefined)
         .catch((err) => setError(errorText(err, "加载 Codex Trace Summary 失败")));
+      // Background refresh with trace stats to populate stepCount in task list
+      void loadTaskOverview(apiBaseUrl, requestedId, overviewAfterSeq, queueFilterId, "", false)
+        .then((full: any) => {
+          if (token !== queueLoadTokenRef.current) return;
+          const fullRows = taskRows(full);
+          if (fullRows.length > 0) {
+            setTasksData((previous: any) => {
+              const mergedRows = mergeTaskRowsPreferLatest([taskRows(previous), fullRows], activeSortId);
+              return { ...previous, tasks: applyLocalReadStateToRows(mergedRows) };
+            });
+          }
+        })
+        .catch(() => {});
       return;
     }
     if (trackLoad) {
diff --git a/src/components/microservices/code-queue/src/oa-events.ts b/src/components/microservices/code-queue/src/oa-events.ts
index 1ec9d917..56b43506 100644
--- a/src/components/microservices/code-queue/src/oa-events.ts
+++ b/src/components/microservices/code-queue/src/oa-events.ts
@@ -433,14 +433,37 @@ export function publishCodeQueueJudgeEvent(task: QueueTask, queueId: string, typ
   });
 }
 
+const traceStatsCache = new Map<string, { expiresAt: number; stats: OaTraceStats }>();
+let traceStatsCacheLastPrune = 0;
+
+function pruneTraceStatsCache(): void {
+  const now = Date.now();
+  if (now - traceStatsCacheLastPrune < 10_000) return;
+  traceStatsCacheLastPrune = now;
+  for (const [key, entry] of traceStatsCache) {
+    if (entry.expiresAt <= now) traceStatsCache.delete(key);
+  }
+}
+
 export async function readOaTraceStatsForScopeIds(scopeIds: string[]): Promise<Map<string, OaTraceStats>> {
   const result = new Map<string, OaTraceStats>();
   const uniqueScopeIds = Array.from(new Set(scopeIds.map((id) => String(id || "").trim()).filter(Boolean)));
   if (uniqueScopeIds.length === 0) return result;
+  const now = Date.now();
+  const uncachedIds: string[] = [];
+  for (const id of uniqueScopeIds) {
+    const cached = traceStatsCache.get(id);
+    if (cached !== undefined && cached.expiresAt > now) {
+      result.set(cached.stats.scopeId, cached.stats);
+    } else {
+      uncachedIds.push(id);
+    }
+  }
+  if (uncachedIds.length === 0) { pruneTraceStatsCache(); return result; }
   const runtime = ctx();
   const url = new URL(`${runtime.baseUrl}/api/stats/trace`);
-  url.searchParams.set("scopeIds", uniqueScopeIds.join(","));
-  url.searchParams.set("limit", String(Math.max(100, uniqueScopeIds.length)));
+  url.searchParams.set("scopeIds", uncachedIds.join(","));
+  url.searchParams.set("limit", String(Math.max(100, uncachedIds.length)));
   const controller = new AbortController();
   const timer = setTimeout(() => controller.abort(), 2500);
   try {
@@ -448,17 +471,20 @@ export async function readOaTraceStatsForScopeIds(scopeIds: string[]): Promise<M
     if (!response.ok) throw new Error(`status=${response.status}`);
     const body = await response.json() as Record<string, unknown>;
     const stats = Array.isArray(body.stats) ? body.stats : [];
+    const cacheTtl = 8_000;
     for (const item of stats) {
       if (typeof item !== "object" || item === null || Array.isArray(item)) continue;
       const record = item as OaTraceStats;
       if (typeof record.scopeId !== "string") continue;
       result.set(record.scopeId, record);
+      traceStatsCache.set(record.scopeId, { expiresAt: now + cacheTtl, stats: record });
     }
   } catch (error) {
-    runtime.logger("warn", "oa_trace_stats_read_failed", { scopeCount: uniqueScopeIds.length, error: error instanceof Error ? error.message : String(error) });
+    runtime.logger("warn", "oa_trace_stats_read_failed", { scopeCount: uncachedIds.length, error: error instanceof Error ? error.message : String(error) });
   } finally {
     clearTimeout(timer);
   }
+  pruneTraceStatsCache();
   return result;
 }
 
diff --git a/src/components/microservices/code-queue/src/queue-api.ts b/src/components/microservices/code-queue/src/queue-api.ts
index 14534f8e..70ffa213 100644
--- a/src/components/microservices/code-queue/src/queue-api.ts
+++ b/src/components/microservices/code-queue/src/queue-api.ts
@@ -733,9 +733,15 @@ function databaseStatsRange(url: URL): { days: number; startDate: string; endDat
   };
 }
 
+const statisticsCache = new Map<string, { expiresAt: number; value: JsonValue }>();
+
 async function databaseTaskStatisticsSummary(queueId: string | null, url: URL): Promise<JsonValue> {
-  const generatedAt = new Date().toISOString();
   const range = databaseStatsRange(url);
+  const cacheKey = `${queueId ?? "all"}:${range.days}:${range.startDate}`;
+  const now = Date.now();
+  const cached = statisticsCache.get(cacheKey);
+  if (cached !== undefined && cached.expiresAt > now) return cached.value;
+  const generatedAt = new Date().toISOString();
   const buckets = new Map<string, ReturnType<typeof emptyDatabaseStatsBucket>>();
   for (let offset = 0; offset < range.days; offset += 1) {
     const date = shiftStatsDateKey(range.startDate, offset);
@@ -853,7 +859,7 @@ async function databaseTaskStatisticsSummary(queueId: string | null, url: URL):
     totalDurationMs: 0,
     durationSamples: 0,
   });
-  return {
+  const result = {
     generatedAt,
     timezone: statsTimeZone,
     days: range.days,
@@ -864,6 +870,13 @@ async function databaseTaskStatisticsSummary(queueId: string | null, url: URL):
     },
     daily,
   } as unknown as JsonValue;
+  statisticsCache.set(cacheKey, { expiresAt: now + 10_000, value: result });
+  if (statisticsCache.size > 20) {
+    for (const [key, entry] of statisticsCache) {
+      if (entry.expiresAt <= now) statisticsCache.delete(key);
+    }
+  }
+  return result;
 }
 
 async function databaseTaskTotal(queueId: string | null): Promise<number> {
@@ -1062,7 +1075,10 @@ async function databaseTasksOverviewResponse(url: URL): Promise<Response | null>
     } as unknown as JsonValue;
   }
   const queueContextTasks = [...ctx().tasks(), ...rowsSource];
-  const traceStats = await ctx().traceStatsForTasks(taskIdsForStats(rowsSource, selectedTask));
+  const includeTrace = url.searchParams.get("skipTrace") !== "1";
+  const traceStats = includeTrace
+    ? await ctx().traceStatsForTasks(taskIdsForStats(rowsSource, selectedTask))
+    : new Map<string, OaTraceStats>();
   if (selectedTask !== null && selected !== null && typeof selected === "object" && !Array.isArray(selected)) {
     const selectedRecord = selected as Record<string, JsonValue>;
     selectedRecord.task = applyStats(selectedRecord.task, traceStats, selectedTask);
@@ -1130,7 +1146,10 @@ async function tasksOverviewResponse(url: URL): Promise<Response> {
       maxSeq,
     } as unknown as JsonValue;
   }
-  const traceStats = await ctx().traceStatsForTasks(taskIdsForStats(rowsSource, selectedTask));
+  const includeTrace = url.searchParams.get("skipTrace") !== "1";
+  const traceStats = includeTrace
+    ? await ctx().traceStatsForTasks(taskIdsForStats(rowsSource, selectedTask))
+    : new Map<string, OaTraceStats>();
   if (selectedTask !== null && selected !== null && typeof selected === "object" && !Array.isArray(selected)) {
     const selectedRecord = selected as Record<string, JsonValue>;
     selectedRecord.task = applyStats(selectedRecord.task, traceStats, selectedTask);