diff --git a/frontend/components/ops/__tests__/opsUsersLeaderboard.test.ts b/frontend/components/ops/__tests__/opsUsersLeaderboard.test.ts
new file mode 100644
index 00000000..ed347380
--- /dev/null
+++ b/frontend/components/ops/__tests__/opsUsersLeaderboard.test.ts
@@ -0,0 +1,27 @@
+import fs from "node:fs";
+import path from "node:path";
+
+function assert(condition: unknown, message: string): asserts condition {
+  if (!condition) throw new Error(message);
+}
+
+export function runTests() {
+  const projectRoot = process.cwd();
+  const usersPageSource = fs.readFileSync(
+    path.join(projectRoot, "components", "ops", "users", "UsersPageClient.tsx"),
+    "utf8",
+  );
+
+  assert(
+    usersPageSource.includes("leaderboardName") &&
+      usersPageSource.includes("String(entry.username || \"\").trim()") &&
+      usersPageSource.includes("TG${entry.telegram_id}"),
+    "ops users leaderboard must fall back when username is blank",
+  );
+  assert(
+    usersPageSource.includes("本周暂无积分记录") &&
+      usersPageSource.includes("本周积分") &&
+      !usersPageSource.includes("entry.username ?? `TG${entry.telegram_id}`"),
+    "ops users leaderboard must show weekly points clearly and avoid zero-point fake rankings",
+  );
+}
diff --git a/frontend/components/ops/users/UsersPageClient.tsx b/frontend/components/ops/users/UsersPageClient.tsx
index 32665636..28a73b00 100644
--- a/frontend/components/ops/users/UsersPageClient.tsx
+++ b/frontend/components/ops/users/UsersPageClient.tsx
@@ -7,6 +7,13 @@ import { Button } from "@/components/ui/button";
 import { opsApi } from "@/lib/ops-api";
 import type { OpsUser, LeaderboardEntry } from "@/types/ops";
 
+function leaderboardName(entry: LeaderboardEntry) {
+  const username = String(entry.username || "").trim();
+  if (username) return username;
+  if (entry.telegram_id != null) return `TG${entry.telegram_id}`;
+  return "未知用户";
+}
+
 export function UsersPageClient() {
   const [query, setQuery] = useState("");
   const [searching, setSearching] = useState(false);
@@ -130,16 +137,16 @@ export function UsersPageClient() {
         <CardHeader><CardTitle>本周排行榜 Top {leaderboard.length}</CardTitle></CardHeader>
         <CardContent>
           {leaderboard.length === 0 ? (
-            <span className="text-slate-500 text-sm">无数据</span>
+            <span className="text-slate-500 text-sm">本周暂无积分记录</span>
           ) : (
             <ol className="space-y-1">
               {leaderboard.map((entry, i) => (
                 <li key={entry.telegram_id || i} className="flex justify-between text-sm py-1.5 border-b border-white/5">
                   <span>
                     <span className="text-slate-500 w-6 inline-block">#{entry.rank ?? i + 1}</span>
-                    <span className="text-white">{entry.username ?? `TG${entry.telegram_id}`}</span>
+                    <span className="text-white">{leaderboardName(entry)}</span>
                   </span>
-                  <span className="text-cyan-400 font-medium">{entry.weekly_points ?? 0} 分</span>
+                  <span className="text-cyan-400 font-medium">本周积分 {entry.weekly_points ?? 0} 分</span>
                 </li>
               ))}
             </ol>
diff --git a/src/database/db_manager.py b/src/database/db_manager.py
index 9e0e4508..9a87f190 100644
--- a/src/database/db_manager.py
+++ b/src/database/db_manager.py
@@ -2916,22 +2916,26 @@ class DBManager:
             conn.row_factory = sqlite3.Row
             cursor = conn.execute(
                 """
-                SELECT
-                    username,
-                    u.points AS points,
-                    u.message_count AS message_count,
-                    u.telegram_id AS telegram_id,
-                    COALESCE(a.points,
-                        CASE
-                            WHEN u.weekly_points_week = ? THEN COALESCE(u.weekly_points, 0)
-                            ELSE 0
-                        END
-                    ) AS weekly_points
-                FROM users u
-                LEFT JOIN weekly_points_archive a
-                    ON a.telegram_id = u.telegram_id
-                    AND a.week_key = ?
-                ORDER BY weekly_points DESC, points DESC, message_count DESC
+                SELECT *
+                FROM (
+                    SELECT
+                        username,
+                        u.points AS points,
+                        u.message_count AS message_count,
+                        u.telegram_id AS telegram_id,
+                        COALESCE(a.points,
+                            CASE
+                                WHEN u.weekly_points_week = ? THEN COALESCE(u.weekly_points, 0)
+                                ELSE 0
+                            END
+                        ) AS weekly_points
+                    FROM users u
+                    LEFT JOIN weekly_points_archive a
+                        ON a.telegram_id = u.telegram_id
+                        AND a.week_key = ?
+                ) ranked
+                WHERE weekly_points > 0
+                ORDER BY weekly_points DESC, points DESC, message_count DESC, telegram_id ASC
                 LIMIT ?
                 """,
                 (week_key, week_key, limit),
diff --git a/tests/test_weekly_points_display.py b/tests/test_weekly_points_display.py
index 5e700a21..88ac8c4e 100644
--- a/tests/test_weekly_points_display.py
+++ b/tests/test_weekly_points_display.py
@@ -51,3 +51,32 @@ def test_points_rank_display_uses_invite_points_copy(tmp_path):
     assert "积分获取: <code>邀请付费用户</code>" in text
     assert "本周发言积分" not in text
     assert "今日发言积分" not in text
+
+
+def test_weekly_leaderboard_excludes_zero_weekly_points_and_orders_active_users(tmp_path):
+    db = DBManager(str(tmp_path / "weekly-leaderboard.db"))
+    now = datetime.now()
+    week_key = f"{now.isocalendar()[0]}-W{now.isocalendar()[1]:02d}"
+    users = [
+        (1001, "old_high_total", 10000, 0, week_key),
+        (1002, "", 100, 8, week_key),
+        (1003, "active_winner", 200, 12, week_key),
+        (1004, "last_week_only", 900, 50, "2025-W01"),
+    ]
+    for telegram_id, username, points, weekly_points, weekly_week in users:
+        db.upsert_user(telegram_id, username)
+        with db._get_connection() as conn:  # noqa: SLF001
+            conn.execute(
+                """
+                UPDATE users
+                SET points = ?, message_count = ?, weekly_points = ?, weekly_points_week = ?
+                WHERE telegram_id = ?
+                """,
+                (points, 10, weekly_points, weekly_week, telegram_id),
+            )
+            conn.commit()
+
+    rows = db.get_weekly_leaderboard(limit=10)
+
+    assert [row["telegram_id"] for row in rows] == [1003, 1002]
+    assert [row["weekly_points"] for row in rows] == [12, 8]