diff --git a/apps/web/src/admin/achievement/components/AchievementModal.vue b/apps/web/src/admin/achievement/components/AchievementModal.vue
index 1fb98ce..0769239 100644
--- a/apps/web/src/admin/achievement/components/AchievementModal.vue
+++ b/apps/web/src/admin/achievement/components/AchievementModal.vue
@@ -6,6 +6,7 @@ import {
   updateAchievement,
   type AdminAchievement,
   type MetricOption,
+  deleteAchievement,
 } from "admin/api"
 import AchievementIcon from "shared/components/AchievementIcon.vue"
 import { RARITY_LABEL } from "utils/constants"
@@ -20,6 +21,27 @@ const props = defineProps<{
   editing: AdminAchievement | null
 }>()
 const emit = defineEmits<{ "update:show": [boolean]; saved: [] }>()
+const dialog = useDialog()
+
+/** 删除放在编辑框左下角（列表改成阶梯之后，每一档上只留「点了就编辑」） */
+function confirmDelete() {
+  const target = props.editing
+  if (!target) return
+  dialog.warning({
+    title: `删除「${target.name}」？`,
+    content: target.unlockCount
+      ? `${target.unlockCount} 人已经拿到了，删掉会连他们的记录一起删。只是不想再发，关掉「上架」就行。`
+      : "删掉就找不回来了。",
+    positiveText: "删除",
+    negativeText: "不删",
+    onPositiveClick: async () => {
+      await deleteAchievement(target.id)
+      message.success("删掉了")
+      emit("update:show", false)
+      emit("saved")
+    },
+  })
+}
 
 const message = useMessage()
 const metrics = ref<MetricOption[]>([])
@@ -42,9 +64,7 @@ function emptyForm() {
 
 const form = ref(emptyForm())
 
-const metricOptions = computed(() =>
-  metrics.value.map((m) => ({ label: `${m.name}（${m.key}）`, value: m.key })),
-)
+const metricOptions = computed(() => metrics.value.map((m) => ({ label: m.name, value: m.key })))
 
 const metricHelp = computed(
   () => metrics.value.find((m) => m.key === form.value.metric)?.helpText ?? "",
@@ -155,6 +175,9 @@ async function save() {
     </n-form>
     <template #footer>
       <n-flex justify="end">
+        <n-button v-if="editing" quaternary type="error" class="delete" @click="confirmDelete">
+          删除
+        </n-button>
         <n-button @click="emit('update:show', false)">取消</n-button>
         <n-button type="primary" :loading="saving" @click="save"> 保存 </n-button>
       </n-flex>
@@ -163,6 +186,10 @@ async function save() {
 </template>
 
 <style scoped>
+.delete {
+  margin-right: auto;
+}
+
 .icon-preview {
   display: flex;
   align-items: center;
diff --git a/apps/web/src/admin/achievement/list.vue b/apps/web/src/admin/achievement/list.vue
index fe4dbaf..22ca367 100644
--- a/apps/web/src/admin/achievement/list.vue
+++ b/apps/web/src/admin/achievement/list.vue
@@ -1,33 +1,71 @@
 <script setup lang="ts">
 import PageHeader from "admin/components/PageHeader.vue"
-import { NButton, NFlex } from "naive-ui"
-import { deleteAchievement, getAdminAchievements, type AdminAchievement } from "admin/api"
+import { useThemeVars } from "naive-ui"
+import {
+  getAdminAchievements,
+  getBaseInfo,
+  getMetricOptions,
+  type AdminAchievement,
+  type MetricOption,
+} from "admin/api"
 import AchievementIcon from "shared/components/AchievementIcon.vue"
 import AchievementModal from "./components/AchievementModal.vue"
 import { RARITY_LABEL } from "utils/constants"
 
-const message = useMessage()
-const dialog = useDialog()
+/**
+ * 后台成就（设计稿「我的成就重设计」AchAdmin）：按指标分组，一组一行排成阶梯 ——
+ * 「做对的题数」初出茅庐 ≥1 → 小有所成 ≥10 → … → 二百大关 ≥200。每档写名字、门槛、
+ * 解锁人数和占全部学生的比例；隐藏的写「隐藏」，下架的变淡写「下架了」；点一档就编辑
+ * （删除在编辑框左下角）。
+ *
+ * 原来是一张平铺的表，同一个指标的几档散在各处，看不出阶梯，也看不出哪一档太难没人拿到
+ */
+const theme = useThemeVars()
 
 const list = ref<AdminAchievement[]>([])
+const metrics = ref<MetricOption[]>([])
+const students = ref(0)
 const loading = ref(false)
 const showModal = ref(false)
 const editing = ref<AdminAchievement | null>(null)
 
-// 下架的只在有的时候才提，全部上架时标题不啰嗦
-const title = computed(() => {
-  if (!list.value.length) return "成就管理"
-  const offline = list.value.filter((a) => !a.visible).length
-  return offline
-    ? `成就管理（${list.value.length} 条，${offline} 条下架）`
-    : `成就管理（${list.value.length} 条）`
+const offline = computed(() => list.value.filter((a) => !a.visible).length)
+
+/** 按指标分组，指标按后端给的顺序（做题 → 坚持 → 比赛题单 → 趣味），组内按门槛从低到高 */
+const groups = computed(() => {
+  const byMetric = new Map<string, AdminAchievement[]>()
+  for (const a of list.value) byMetric.set(a.metric, [...(byMetric.get(a.metric) ?? []), a])
+  const order = metrics.value.map((m) => m.key)
+  return [...byMetric.entries()]
+    .sort(
+      ([a], [b]) =>
+        (order.indexOf(a) === -1 ? 99 : order.indexOf(a)) -
+        (order.indexOf(b) === -1 ? 99 : order.indexOf(b)),
+    )
+    .map(([metric, items]) => ({
+      metric,
+      name: items[0]?.metricName ?? metric,
+      items: [...items].sort((x, y) => x.threshold - y.threshold),
+    }))
 })
 
+function percent(a: AdminAchievement) {
+  if (!students.value) return ""
+  const value = (a.unlockCount / students.value) * 100
+  return value > 0 && value < 1 ? "<1%" : `${Math.round(value)}%`
+}
+
 async function load() {
   loading.value = true
   try {
-    const res = await getAdminAchievements()
+    const [res, options, info] = await Promise.all([
+      getAdminAchievements(),
+      metrics.value.length ? Promise.resolve(metrics.value) : getMetricOptions(),
+      students.value ? Promise.resolve(null) : getBaseInfo().catch(() => null),
+    ])
     list.value = res
+    metrics.value = options
+    if (info) students.value = info.site.students
   } finally {
     loading.value = false
   }
@@ -43,85 +81,134 @@ function edit(row: AdminAchievement) {
   showModal.value = true
 }
 
-function remove(row: AdminAchievement) {
-  dialog.warning({
-    title: "删除成就",
-    content: `确定删除「${row.name}」？已解锁记录会一并删除。`,
-    positiveText: "删除",
-    negativeText: "取消",
-    onPositiveClick: async () => {
-      await deleteAchievement(row.id)
-      message.success("已删除")
-      load()
-    },
-  })
-}
-
-const columns: DataTableColumn<AdminAchievement>[] = [
-  {
-    title: "图标",
-    key: "icon",
-    width: 60,
-    render: (row) => h(AchievementIcon, { icon: row.icon, size: 24 }),
-  },
-  { title: "名称", key: "name" },
-  {
-    title: "稀有度",
-    key: "rarity",
-    width: 90,
-    render: (row) => RARITY_LABEL[row.rarity] ?? row.rarity,
-  },
-  { title: "指标", key: "metricName" },
-  {
-    title: "条件",
-    key: "threshold",
-    width: 110,
-    render: (row) => `${row.operator === "gte" ? "≥" : "≤"} ${row.threshold}`,
-  },
-  {
-    title: "隐藏",
-    key: "hidden",
-    width: 70,
-    render: (row) => (row.hidden ? "是" : "—"),
-  },
-  {
-    title: "上架",
-    key: "visible",
-    width: 70,
-    render: (row) => (row.visible ? "是" : "否"),
-  },
-  { title: "已解锁人数", key: "unlockCount", width: 110 },
-  {
-    title: "操作",
-    key: "actions",
-    width: 130,
-    render: (row) =>
-      h(NFlex, { size: 8 }, () => [
-        h(NButton, { text: true, type: "primary", onClick: () => edit(row) }, () => "编辑"),
-        h(NButton, { text: true, type: "error", onClick: () => remove(row) }, () => "删除"),
-      ]),
-  },
-]
-
 onMounted(load)
 </script>
 
 <template>
-  <PageHeader
-    :title="title"
-    description="「已解锁人数」是唯一的仪表盘：配置一周后仍为 0，多半是阈值配错了而不是太难。"
-  >
+  <PageHeader title="成就">
+    <template #extra>
+      <n-text depth="3">
+        {{ list.length }} 个<template v-if="offline"> · {{ offline }} 个下架了</template>
+      </n-text>
+    </template>
     <template #actions>
       <n-button type="primary" @click="create">新建成就</n-button>
     </template>
   </PageHeader>
 
-  <n-data-table
-    :loading="loading"
-    :data="list"
-    :columns="columns"
-    :row-key="(row: AdminAchievement) => row.id"
-  />
+  <n-spin :show="loading">
+    <div class="groups">
+      <div v-for="group in groups" :key="group.metric" class="group">
+        <span class="metric">{{ group.name }}</span>
+        <div class="steps">
+          <template v-for="(a, i) in group.items" :key="a.id">
+            <span v-if="i" class="arrow" aria-hidden="true">→</span>
+            <button
+              type="button"
+              class="step"
+              :class="{ off: !a.visible }"
+              :title="`${RARITY_LABEL[a.rarity] ?? a.rarity} · 点了编辑`"
+              @click="edit(a)"
+            >
+              <AchievementIcon :icon="a.icon" :size="26" />
+              <span class="step-text">
+                <b>
+                  {{ a.name }}
+                  <span class="muted small"
+                    >{{ a.operator === "gte" ? "≥" : "≤" }} {{ a.threshold }}</span
+                  >
+                </b>
+                <span class="small">
+                  {{ a.unlockCount }} 人
+                  <span v-if="percent(a)" class="muted">· {{ percent(a) }}</span>
+                  <span v-if="a.hidden" class="muted"> 隐藏</span>
+                  <span v-if="!a.visible" class="off-note"> 下架了</span>
+                </span>
+              </span>
+            </button>
+          </template>
+        </div>
+      </div>
+    </div>
+  </n-spin>
 
   <AchievementModal v-model:show="showModal" :editing="editing" @saved="load" />
 </template>
+
+<style scoped>
+.groups {
+  display: flex;
+  flex-direction: column;
+}
+
+.group {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  padding: 8px 0;
+  border-bottom: 1px solid v-bind("theme.dividerColor");
+}
+
+.metric {
+  width: 150px;
+  flex: none;
+  font-size: 14px;
+}
+
+.steps {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+  gap: 8px;
+}
+
+.arrow {
+  color: v-bind("theme.textColor3");
+}
+
+.step {
+  display: inline-flex;
+  align-items: center;
+  gap: 8px;
+  min-width: 160px;
+  padding: 6px 10px;
+  border-radius: 8px;
+  border: 1px solid v-bind("theme.dividerColor");
+  background: v-bind("theme.cardColor");
+  font: inherit;
+  color: inherit;
+  text-align: left;
+  cursor: pointer;
+}
+
+.step:hover {
+  border-color: v-bind("theme.primaryColor");
+}
+
+.step.off {
+  opacity: 0.5;
+}
+
+.step-text {
+  display: flex;
+  flex-direction: column;
+}
+
+.step-text b {
+  font-size: 14px;
+}
+
+.small {
+  font-size: 12px;
+  font-weight: 400;
+  font-variant-numeric: tabular-nums;
+}
+
+.muted {
+  color: v-bind("theme.textColor3");
+}
+
+.off-note {
+  color: v-bind("theme.errorColor");
+}
+</style>