diff --git a/backend/app/api/__init__.py b/backend/app/api/__init__.py
index b5b6afa..4a88c1e 100644
--- a/backend/app/api/__init__.py
+++ b/backend/app/api/__init__.py
@@ -16,11 +16,11 @@ api_bp.add_url_rule("/health", view_func=health.get_health, methods=["GET"])
 def all_blueprints() -> list[Blueprint]:
     from .admin import admin_bp
     from .aliases import aliases_bp
-    from .cleanup import cleanup_bp
     from .allowlist import allowlist_bp
     from .artist import artist_bp
     from .artists import artists_bp
     from .attachments import attachments_bp
+    from .cleanup import cleanup_bp
     from .credentials import credentials_bp
     from .downloads import downloads_bp
     from .extension import extension_bp
diff --git a/frontend/src/components/cleanup/MinDimensionCard.vue b/frontend/src/components/cleanup/MinDimensionCard.vue
new file mode 100644
index 0000000..a26ae2d
--- /dev/null
+++ b/frontend/src/components/cleanup/MinDimensionCard.vue
@@ -0,0 +1,127 @@
+<template>
+  <v-card class="fc-clean-card">
+    <v-card-title class="d-flex align-center" style="gap: 10px;">
+      <v-icon icon="mdi-image-size-select-small" size="small" />
+      <span>Minimum dimensions</span>
+    </v-card-title>
+    <v-card-text>
+      <p class="fc-muted text-body-2 mb-3">
+        Find and delete images smaller than the threshold. Mirrors the
+        import-time <code>min_width</code> / <code>min_height</code>
+        filter, applied retroactively to the existing library.
+      </p>
+
+      <v-row dense>
+        <v-col cols="6">
+          <v-text-field
+            v-model.number="minW" label="Min width (px)" type="number"
+            min="0" density="compact" hide-details
+          />
+        </v-col>
+        <v-col cols="6">
+          <v-text-field
+            v-model.number="minH" label="Min height (px)" type="number"
+            min="0" density="compact" hide-details
+          />
+        </v-col>
+      </v-row>
+
+      <div class="d-flex align-center mt-3" style="gap: 10px;">
+        <v-btn
+          color="accent" variant="flat" rounded="pill"
+          prepend-icon="mdi-magnify"
+          :loading="busy"
+          @click="onPreview"
+        >Preview</v-btn>
+
+        <span v-if="preview" class="text-body-2">
+          <strong>{{ preview.count }}</strong> image(s) would be deleted.
+        </span>
+      </div>
+
+      <v-btn
+        v-if="preview && preview.count > 0"
+        class="mt-3"
+        color="error" variant="flat" rounded="pill"
+        prepend-icon="mdi-delete"
+        @click="onDeleteClick"
+      >Delete {{ preview.count }} matching...</v-btn>
+    </v-card-text>
+
+    <DestructiveConfirmModal
+      v-model="showModal"
+      action="delete"
+      kind="min-dim"
+      :run-id="tokenSha8"
+      tier="C"
+      :projected-counts="projectedCounts"
+      :description="`Width < ${minW} OR height < ${minH}`"
+      @confirm="onConfirmedDelete"
+    />
+  </v-card>
+</template>
+
+<script setup>
+import { onMounted, ref } from 'vue'
+
+import DestructiveConfirmModal from '../modal/DestructiveConfirmModal.vue'
+import { useCleanupStore } from '../../stores/cleanup.js'
+
+const store = useCleanupStore()
+const minW = ref(0)
+const minH = ref(0)
+const preview = ref(null)
+const busy = ref(false)
+const showModal = ref(false)
+const tokenSha8 = ref('')
+const projectedCounts = ref({})
+
+onMounted(async () => {
+  await store.loadDefaults()
+  minW.value = store.defaults.min_width
+  minH.value = store.defaults.min_height
+})
+
+// SHA-256 truncated to 8 hex chars — matches the backend's
+// _min_dim_token() exactly. Web Crypto rejects MD5 as insecure.
+async function sha8(canon) {
+  const enc = new TextEncoder()
+  const buf = await crypto.subtle.digest('SHA-256', enc.encode(canon))
+  const hex = Array.from(new Uint8Array(buf)).map(b => b.toString(16).padStart(2, '0')).join('')
+  return hex.slice(0, 8)
+}
+
+async function onPreview() {
+  busy.value = true
+  try {
+    preview.value = await store.previewMinDim(minW.value, minH.value)
+  } catch (e) {
+    window.__fcToast?.({ text: `Preview failed: ${e.message}`, type: 'error' })
+  } finally {
+    busy.value = false
+  }
+}
+
+async function onDeleteClick() {
+  tokenSha8.value = await sha8(`${minW.value}x${minH.value}`)
+  projectedCounts.value = { 'Images to delete': preview.value.count }
+  showModal.value = true
+}
+
+async function onConfirmedDelete(token) {
+  try {
+    const res = await store.deleteMinDim(minW.value, minH.value, token)
+    window.__fcToast?.({
+      text: `Deleted ${res.deleted} image(s)`, type: 'success',
+    })
+    preview.value = null
+  } catch (e) {
+    window.__fcToast?.({ text: `Delete failed: ${e.message}`, type: 'error' })
+  }
+}
+</script>
+
+<style scoped>
+.fc-clean-card { border-radius: 8px; }
+.fc-muted { color: rgb(var(--v-theme-on-surface-variant)); }
+</style>
diff --git a/frontend/src/components/cleanup/SingleColorAuditCard.vue b/frontend/src/components/cleanup/SingleColorAuditCard.vue
new file mode 100644
index 0000000..ff2ecbe
--- /dev/null
+++ b/frontend/src/components/cleanup/SingleColorAuditCard.vue
@@ -0,0 +1,183 @@
+<template>
+  <v-card class="fc-clean-card">
+    <v-card-title class="d-flex align-center" style="gap: 10px;">
+      <v-icon icon="mdi-palette-swatch" size="small" />
+      <span>Single-color audit</span>
+    </v-card-title>
+    <v-card-text>
+      <p class="fc-muted text-body-2 mb-3">
+        Scan library for images dominated by one color within the
+        tolerance. Catches placeholder / solid-fill / error-page images
+        that slipped through the import filter. Same background-scan
+        cadence as the transparency audit.
+      </p>
+
+      <v-row dense>
+        <v-col cols="6">
+          <v-text-field
+            v-model.number="threshold" label="Threshold (0–1)"
+            type="number" min="0" max="1" step="0.01"
+            density="compact" hide-details
+            :disabled="audit && audit.status === 'running'"
+          />
+        </v-col>
+        <v-col cols="6">
+          <v-text-field
+            v-model.number="tolerance" label="Color tolerance (0–441)"
+            type="number" min="0" max="441"
+            density="compact" hide-details
+            :disabled="audit && audit.status === 'running'"
+          />
+        </v-col>
+      </v-row>
+
+      <v-btn
+        v-if="!audit || audit.status !== 'running'"
+        class="mt-3"
+        color="accent" variant="flat" rounded="pill"
+        prepend-icon="mdi-magnify-scan"
+        :loading="busy"
+        @click="onStart"
+      >Scan library</v-btn>
+
+      <div v-if="audit && audit.status === 'running'" class="mt-3">
+        <v-progress-linear indeterminate color="accent" />
+        <div class="text-body-2 mt-2 d-flex align-center" style="gap: 10px;">
+          <span>
+            Scanning… {{ audit.scanned_count }} checked,
+            {{ audit.matched_count }} matched
+          </span>
+          <v-btn
+            variant="text" size="small" color="warning" rounded="pill"
+            @click="onCancel"
+          >Cancel</v-btn>
+        </div>
+      </div>
+
+      <div v-if="audit && audit.status === 'ready'" class="mt-3">
+        <p class="text-body-2 mb-2">
+          Scan complete. <strong>{{ audit.matched_count }}</strong>
+          image(s) match.
+        </p>
+        <v-btn
+          v-if="audit.matched_count > 0"
+          color="error" variant="flat" rounded="pill"
+          prepend-icon="mdi-delete"
+          @click="onApplyClick"
+        >Delete {{ audit.matched_count }} matching...</v-btn>
+      </div>
+
+      <v-alert
+        v-if="audit && audit.status === 'error'"
+        type="error" variant="tonal" density="compact" class="mt-3"
+      >Scan failed: {{ audit.error }}</v-alert>
+
+      <v-alert
+        v-if="audit && audit.status === 'applied'"
+        type="success" variant="tonal" density="compact" class="mt-3"
+      >Applied — matched images deleted.</v-alert>
+    </v-card-text>
+
+    <DestructiveConfirmModal
+      v-if="audit"
+      v-model="showModal"
+      action="delete"
+      kind="audit"
+      :run-id="audit.id"
+      tier="C"
+      :projected-counts="projectedCounts"
+      description="Permanently deletes images matched by the single-color scan."
+      @confirm="onConfirmedApply"
+    />
+  </v-card>
+</template>
+
+<script setup>
+import { onMounted, onUnmounted, ref } from 'vue'
+
+import DestructiveConfirmModal from '../modal/DestructiveConfirmModal.vue'
+import { useCleanupStore } from '../../stores/cleanup.js'
+
+const store = useCleanupStore()
+const threshold = ref(0.95)
+const tolerance = ref(30)
+const audit = ref(null)
+const busy = ref(false)
+const showModal = ref(false)
+const projectedCounts = ref({})
+let pollTimer = null
+
+onMounted(async () => {
+  await store.loadDefaults()
+  threshold.value = store.defaults.single_color_threshold
+  tolerance.value = store.defaults.single_color_tolerance
+})
+
+onUnmounted(() => stopPoll())
+
+function startPoll(id) {
+  stopPoll()
+  pollTimer = setInterval(async () => {
+    try {
+      const fresh = await store.getAudit(id)
+      audit.value = fresh
+      if (fresh.status !== 'running') stopPoll()
+    } catch (e) {
+      stopPoll()
+      window.__fcToast?.({ text: `Audit poll failed: ${e.message}`, type: 'error' })
+    }
+  }, 5000)
+}
+
+function stopPoll() {
+  if (pollTimer) { clearInterval(pollTimer); pollTimer = null }
+}
+
+async function onStart() {
+  busy.value = true
+  try {
+    const res = await store.startAudit('single_color', {
+      threshold: threshold.value, tolerance: tolerance.value,
+    })
+    audit.value = await store.getAudit(res.audit_id)
+    startPoll(res.audit_id)
+  } catch (e) {
+    window.__fcToast?.({ text: `Scan start failed: ${e.message}`, type: 'error' })
+  } finally {
+    busy.value = false
+  }
+}
+
+async function onCancel() {
+  if (!audit.value) return
+  try {
+    await store.cancelAudit(audit.value.id)
+    audit.value = await store.getAudit(audit.value.id)
+    stopPoll()
+  } catch (e) {
+    window.__fcToast?.({ text: `Cancel failed: ${e.message}`, type: 'error' })
+  }
+}
+
+function onApplyClick() {
+  projectedCounts.value = { 'Images to delete': audit.value.matched_count }
+  showModal.value = true
+}
+
+async function onConfirmedApply(token) {
+  try {
+    const res = await store.applyAudit(audit.value.id, token)
+    window.__fcToast?.({
+      text: `Deleted ${res.deleted} image(s)`, type: 'success',
+    })
+    audit.value = await store.getAudit(audit.value.id)
+  } catch (e) {
+    window.__fcToast?.({ text: `Apply failed: ${e.message}`, type: 'error' })
+  }
+}
+</script>
+
+<style scoped>
+.fc-clean-card { border-radius: 8px; }
+.fc-muted { color: rgb(var(--v-theme-on-surface-variant)); }
+</style>
diff --git a/frontend/src/components/cleanup/TransparencyAuditCard.vue b/frontend/src/components/cleanup/TransparencyAuditCard.vue
new file mode 100644
index 0000000..4e91ac0
--- /dev/null
+++ b/frontend/src/components/cleanup/TransparencyAuditCard.vue
@@ -0,0 +1,166 @@
+<template>
+  <v-card class="fc-clean-card">
+    <v-card-title class="d-flex align-center" style="gap: 10px;">
+      <v-icon icon="mdi-checkerboard" size="small" />
+      <span>Transparency audit</span>
+    </v-card-title>
+    <v-card-text>
+      <p class="fc-muted text-body-2 mb-3">
+        Scan library for images whose transparent-pixel fraction exceeds
+        the threshold. Animated WebPs / GIFs are skipped (the import-side
+        rule does the same). Runs as a background task — ~50ms per image,
+        so a 57k library takes ~50 minutes.
+      </p>
+
+      <v-text-field
+        v-model.number="threshold" label="Transparency threshold (0–1)"
+        type="number" min="0" max="1" step="0.01" density="compact" hide-details
+        :disabled="audit && audit.status === 'running'"
+        class="mb-3"
+      />
+
+      <v-btn
+        v-if="!audit || audit.status !== 'running'"
+        color="accent" variant="flat" rounded="pill"
+        prepend-icon="mdi-magnify-scan"
+        :loading="busy"
+        @click="onStart"
+      >Scan library</v-btn>
+
+      <div v-if="audit && audit.status === 'running'" class="mt-3">
+        <v-progress-linear indeterminate color="accent" />
+        <div class="text-body-2 mt-2 d-flex align-center" style="gap: 10px;">
+          <span>
+            Scanning… {{ audit.scanned_count }} checked,
+            {{ audit.matched_count }} matched
+          </span>
+          <v-btn
+            variant="text" size="small" color="warning" rounded="pill"
+            @click="onCancel"
+          >Cancel</v-btn>
+        </div>
+      </div>
+
+      <div v-if="audit && audit.status === 'ready'" class="mt-3">
+        <p class="text-body-2 mb-2">
+          Scan complete. <strong>{{ audit.matched_count }}</strong>
+          image(s) match.
+        </p>
+        <v-btn
+          v-if="audit.matched_count > 0"
+          color="error" variant="flat" rounded="pill"
+          prepend-icon="mdi-delete"
+          @click="onApplyClick"
+        >Delete {{ audit.matched_count }} matching...</v-btn>
+      </div>
+
+      <v-alert
+        v-if="audit && audit.status === 'error'"
+        type="error" variant="tonal" density="compact" class="mt-3"
+      >Scan failed: {{ audit.error }}</v-alert>
+
+      <v-alert
+        v-if="audit && audit.status === 'applied'"
+        type="success" variant="tonal" density="compact" class="mt-3"
+      >Applied — matched images deleted.</v-alert>
+    </v-card-text>
+
+    <DestructiveConfirmModal
+      v-if="audit"
+      v-model="showModal"
+      action="delete"
+      kind="audit"
+      :run-id="audit.id"
+      tier="C"
+      :projected-counts="projectedCounts"
+      description="Permanently deletes images matched by the transparency scan."
+      @confirm="onConfirmedApply"
+    />
+  </v-card>
+</template>
+
+<script setup>
+import { onMounted, onUnmounted, ref } from 'vue'
+
+import DestructiveConfirmModal from '../modal/DestructiveConfirmModal.vue'
+import { useCleanupStore } from '../../stores/cleanup.js'
+
+const store = useCleanupStore()
+const threshold = ref(0.9)
+const audit = ref(null)
+const busy = ref(false)
+const showModal = ref(false)
+const projectedCounts = ref({})
+let pollTimer = null
+
+onMounted(async () => {
+  await store.loadDefaults()
+  threshold.value = store.defaults.transparency_threshold
+})
+
+onUnmounted(() => stopPoll())
+
+function startPoll(id) {
+  stopPoll()
+  pollTimer = setInterval(async () => {
+    try {
+      const fresh = await store.getAudit(id)
+      audit.value = fresh
+      if (fresh.status !== 'running') stopPoll()
+    } catch (e) {
+      stopPoll()
+      window.__fcToast?.({ text: `Audit poll failed: ${e.message}`, type: 'error' })
+    }
+  }, 5000)
+}
+
+function stopPoll() {
+  if (pollTimer) { clearInterval(pollTimer); pollTimer = null }
+}
+
+async function onStart() {
+  busy.value = true
+  try {
+    const res = await store.startAudit('transparency', { threshold: threshold.value })
+    audit.value = await store.getAudit(res.audit_id)
+    startPoll(res.audit_id)
+  } catch (e) {
+    window.__fcToast?.({ text: `Scan start failed: ${e.message}`, type: 'error' })
+  } finally {
+    busy.value = false
+  }
+}
+
+async function onCancel() {
+  if (!audit.value) return
+  try {
+    await store.cancelAudit(audit.value.id)
+    audit.value = await store.getAudit(audit.value.id)
+    stopPoll()
+  } catch (e) {
+    window.__fcToast?.({ text: `Cancel failed: ${e.message}`, type: 'error' })
+  }
+}
+
+function onApplyClick() {
+  projectedCounts.value = { 'Images to delete': audit.value.matched_count }
+  showModal.value = true
+}
+
+async function onConfirmedApply(token) {
+  try {
+    const res = await store.applyAudit(audit.value.id, token)
+    window.__fcToast?.({
+      text: `Deleted ${res.deleted} image(s)`, type: 'success',
+    })
+    audit.value = await store.getAudit(audit.value.id)
+  } catch (e) {
+    window.__fcToast?.({ text: `Apply failed: ${e.message}`, type: 'error' })
+  }
+}
+</script>
+
+<style scoped>
+.fc-clean-card { border-radius: 8px; }
+.fc-muted { color: rgb(var(--v-theme-on-surface-variant)); }
+</style>
diff --git a/frontend/src/components/settings/MaintenancePanel.vue b/frontend/src/components/settings/MaintenancePanel.vue
index 0f39bac..90c410b 100644
--- a/frontend/src/components/settings/MaintenancePanel.vue
+++ b/frontend/src/components/settings/MaintenancePanel.vue
@@ -13,7 +13,9 @@
     <AllowlistTable class="mt-4" />
     <AliasTable class="mt-4" />
     <BackupCard class="mt-6" />
-    <TagMaintenanceCard class="mt-6" />
+    <!-- TagMaintenanceCard moved to Cleanup tab (v26.05.25.7) — it
+         operates on the existing library which fits the Cleanup-tab
+         theme, and clusters with the other audit cards. -->
     <LegacyMigrationCard class="mt-6" />
   </div>
 </template>
@@ -25,7 +27,6 @@ import MLThresholdSliders from './MLThresholdSliders.vue'
 import AllowlistTable from './AllowlistTable.vue'
 import AliasTable from './AliasTable.vue'
 import BackupCard from './BackupCard.vue'
-import TagMaintenanceCard from './TagMaintenanceCard.vue'
 import LegacyMigrationCard from './LegacyMigrationCard.vue'
 </script>
 
diff --git a/frontend/src/stores/cleanup.js b/frontend/src/stores/cleanup.js
new file mode 100644
index 0000000..fac5112
--- /dev/null
+++ b/frontend/src/stores/cleanup.js
@@ -0,0 +1,72 @@
+import { defineStore } from 'pinia'
+import { ref } from 'vue'
+import { useApi } from '../composables/useApi.js'
+
+export const useCleanupStore = defineStore('cleanup', () => {
+  const api = useApi()
+
+  // Defaults sourced from ImportSettings on mount. Cards pre-fill from
+  // these so the common case ("apply current import filters
+  // retroactively") is one click; operator can override per-audit.
+  const defaults = ref({
+    min_width: 0,
+    min_height: 0,
+    transparency_threshold: 0.9,
+    single_color_threshold: 0.95,
+    single_color_tolerance: 30,
+  })
+
+  const recentRuns = ref([])
+
+  async function loadDefaults() {
+    const s = await api.get('/api/settings/import')
+    defaults.value = {
+      min_width: s.min_width ?? 0,
+      min_height: s.min_height ?? 0,
+      transparency_threshold: s.transparency_threshold ?? 0.9,
+      single_color_threshold: s.single_color_threshold ?? 0.95,
+      single_color_tolerance: s.single_color_tolerance ?? 30,
+    }
+  }
+
+  async function previewMinDim(min_width, min_height) {
+    return await api.post('/api/cleanup/min-dimension/preview', {
+      body: { min_width, min_height },
+    })
+  }
+
+  async function deleteMinDim(min_width, min_height, confirm) {
+    return await api.post('/api/cleanup/min-dimension/delete', {
+      body: { min_width, min_height, confirm },
+    })
+  }
+
+  async function startAudit(rule, params) {
+    return await api.post('/api/cleanup/audit', { body: { rule, params } })
+  }
+
+  async function getAudit(id) {
+    return await api.get(`/api/cleanup/audit/${id}`)
+  }
+
+  async function loadHistory(limit = 20) {
+    const body = await api.get(`/api/cleanup/audit?limit=${limit}`)
+    recentRuns.value = body.runs
+    return body.runs
+  }
+
+  async function applyAudit(id, confirm) {
+    return await api.post(`/api/cleanup/audit/${id}/apply`, { body: { confirm } })
+  }
+
+  async function cancelAudit(id) {
+    return await api.post(`/api/cleanup/audit/${id}/cancel`)
+  }
+
+  return {
+    defaults, recentRuns,
+    loadDefaults,
+    previewMinDim, deleteMinDim,
+    startAudit, getAudit, loadHistory, applyAudit, cancelAudit,
+  }
+})
diff --git a/frontend/src/views/CleanupView.vue b/frontend/src/views/CleanupView.vue
new file mode 100644
index 0000000..f02e63a
--- /dev/null
+++ b/frontend/src/views/CleanupView.vue
@@ -0,0 +1,31 @@
+<template>
+  <div class="fc-cleanup">
+    <p class="fc-muted text-body-2 mb-4">
+      Retroactive enforcement of import-filter rules. Each card scans the
+      existing library for content that the current import filters would
+      now exclude. Destructive — typed-token confirmation required.
+    </p>
+
+    <MinDimensionCard class="mb-4" />
+    <TransparencyAuditCard class="mb-4" />
+    <SingleColorAuditCard class="mb-4" />
+    <TagMaintenanceCard />
+  </div>
+</template>
+
+<script setup>
+import MinDimensionCard from '../components/cleanup/MinDimensionCard.vue'
+import TransparencyAuditCard from '../components/cleanup/TransparencyAuditCard.vue'
+import SingleColorAuditCard from '../components/cleanup/SingleColorAuditCard.vue'
+// Reuse existing TagMaintenanceCard (FC-3k) as-is — it already handles
+// preview + commit of prune-unused-tags via the admin store. Operator
+// confirmed 2026-05-26: don't duplicate into a new UnusedTagsCard.
+// MaintenancePanel drops its TagMaintenanceCard reference in the
+// SettingsView edit (Task 16) so this is now the sole rendering site.
+import TagMaintenanceCard from '../components/settings/TagMaintenanceCard.vue'
+</script>
+
+<style scoped>
+.fc-cleanup { max-width: 900px; }
+.fc-muted { color: rgb(var(--v-theme-on-surface-variant)); }
+</style>
diff --git a/frontend/src/views/SettingsView.vue b/frontend/src/views/SettingsView.vue
index 8d41770..99f536d 100644
--- a/frontend/src/views/SettingsView.vue
+++ b/frontend/src/views/SettingsView.vue
@@ -14,6 +14,7 @@
       <v-tab value="overview">Overview</v-tab>
       <v-tab value="activity">Activity</v-tab>
       <v-tab value="import">Import</v-tab>
+      <v-tab value="cleanup">Cleanup</v-tab>
       <v-tab value="maintenance">Maintenance</v-tab>
     </v-tabs>
 
@@ -53,6 +54,10 @@
         <ImportFiltersForm />
       </v-window-item>
 
+      <v-window-item value="cleanup">
+        <CleanupView />
+      </v-window-item>
+
       <v-window-item value="maintenance">
         <MaintenancePanel />
       </v-window-item>
@@ -72,6 +77,7 @@ import ImportTriggerPanel from '../components/settings/ImportTriggerPanel.vue'
 import ImportFiltersForm from '../components/settings/ImportFiltersForm.vue'
 import ImportTaskList from '../components/settings/ImportTaskList.vue'
 import MaintenancePanel from '../components/settings/MaintenancePanel.vue'
+import CleanupView from './CleanupView.vue'
 import { useMLStore } from '../stores/ml.js'
 
 const tab = ref('overview')
diff --git a/tests/test_api_cleanup.py b/tests/test_api_cleanup.py
index 2f48960..ba9534f 100644
--- a/tests/test_api_cleanup.py
+++ b/tests/test_api_cleanup.py
@@ -150,7 +150,7 @@ async def test_audit_get_by_id_returns_full_row(client, db):
 
 @pytest.mark.asyncio
 async def test_audit_history_returns_recent_runs(client, db):
-    for i in range(3):
+    for _ in range(3):
         db.add(LibraryAuditRun(
             rule="transparency", params={"threshold": 0.9},
             status="applied", matched_ids=[],