diff --git a/ROADMAP.md b/ROADMAP.md
index 0b07e8e..7aa0033 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -5,15 +5,16 @@ they land.
 
 ## 1. Library management
 
-- [ ] **Duplicates engine**
-  - [ ] Exact MD5 duplicate detection with grouped results
-  - [ ] Perceptual similarity (aHash, dHash, pHash, wHash) with threshold slider
-        and algorithm toggles (needs `imagehash`/`imgdd` server-side)
-  - [ ] Visual similarity groups: pagination, "keep one / delete rest", dismiss group
-- [ ] **Delete & storage page**
-  - [ ] Storage overview (watched folder, media folder)
-  - [ ] Delete by J-ID with preview grid and bulk selection
-  - [ ] Temp folder cleanup
+- [x] **Duplicates engine**
+  - [x] Exact MD5 duplicate detection with grouped results
+  - [x] Perceptual similarity (aHash, dHash, pHash, wHash) with threshold slider
+        and algorithm toggles (`imagehash` server-side)
+  - [x] Visual similarity groups: pagination, selection, delete and dismiss
+- [x] **Delete & storage page**
+  - [x] Storage overview (watched folder, media folder, temp)
+  - [x] Delete by J-ID with preview grid and bulk selection (plus per-copy
+        deletion of duplicate locations)
+  - [x] Temp folder cleanup
 - [ ] **Library search upgrades**
   - [ ] Search by tags (custom + e621 tags), not just filename
   - [ ] Tag cloud from the library
@@ -58,8 +59,8 @@ Files now stage first and are resolved before entering the library.
 - [x] **IQDB similarity on upload** (SPA-driven)
   - [x] Automatic + manual IQDB checks with candidate posts
   - [x] "Visual Similarity Detected" state with candidate picker
-  - [ ] Perceptual-hash comparison against the library (shared with the
-        duplicates engine, still pending)
+  - [x] Perceptual-hash comparison against the library (staged uploads are
+        flagged with their library matches as soon as they land)
 - [x] **Upload UI**
   - [x] Three-column board: Pending & Unmatched / Visual Similarity Detected /
         Auto-uploaded & Indexed
@@ -80,7 +81,8 @@ Files now stage first and are resolved before entering the library.
 
 - [ ] Toasts instead of inline messages / confirm dialogs
 - [ ] Mobile drawer polish for metadata panels (design spec §layout)
-- [ ] Avatar picker (choose from library)
+- [x] Profile pictures: staff Users page sets avatars from library J-IDs
+      (self-service picker in Account still pending)
 - [ ] Profile extras (per-user browse preferences)
 - [ ] Command palette: tag finder, recent searches
 
diff --git a/backend/apps/accounts/api_urls.py b/backend/apps/accounts/api_urls.py
new file mode 100644
index 0000000..18b93dd
--- /dev/null
+++ b/backend/apps/accounts/api_urls.py
@@ -0,0 +1,8 @@
+from rest_framework.routers import DefaultRouter
+
+from .views import UserViewSet
+
+router = DefaultRouter()
+router.register("users", UserViewSet, basename="user")
+
+urlpatterns = router.urls
diff --git a/backend/apps/accounts/migrations/0004_user_avatar.py b/backend/apps/accounts/migrations/0004_user_avatar.py
new file mode 100644
index 0000000..86fe4ee
--- /dev/null
+++ b/backend/apps/accounts/migrations/0004_user_avatar.py
@@ -0,0 +1,20 @@
+# Generated by Django 6.1.1 on 2026-09-17 17:34
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('accounts', '0003_user_role'),
+        ('library', '0006_mediaitem_ahash_mediaitem_dhash_mediaitem_phash_and_more'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='user',
+            name='avatar',
+            field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, related_name='+', to='library.mediaitem'),
+        ),
+    ]
diff --git a/backend/apps/accounts/models.py b/backend/apps/accounts/models.py
index 3599de9..b27269e 100644
--- a/backend/apps/accounts/models.py
+++ b/backend/apps/accounts/models.py
@@ -15,6 +15,13 @@ class User(AbstractUser):
     ]
 
     role = models.CharField(max_length=20, choices=ROLE_CHOICES, default=ROLE_USER)
+    avatar = models.ForeignKey(
+        "library.MediaItem",
+        null=True,
+        blank=True,
+        on_delete=models.SET_NULL,
+        related_name="+",
+    )
     e621_username = models.CharField(max_length=100, blank=True, default="")
     e621_api_key = models.CharField(max_length=100, blank=True, default="")
     e621_base_url = models.CharField(max_length=200, default="https://e621.net")
diff --git a/backend/apps/accounts/serializers.py b/backend/apps/accounts/serializers.py
index 89e30b4..bb0d7b2 100644
--- a/backend/apps/accounts/serializers.py
+++ b/backend/apps/accounts/serializers.py
@@ -1,12 +1,39 @@
+from pathlib import Path
+
 from django.contrib.auth.password_validation import validate_password
+from django.core import signing
 from rest_framework import serializers
 
+from apps.library.services import MEDIA_FILE_SALT, VIDEO_EXTENSIONS
+
 from .models import User
 
 
+def signed_media_url(request, item):
+    """A signed media URL an <img> tag can load for an authenticated user."""
+    if item is None:
+        return None
+    user = getattr(request, "user", None)
+    if user is None or not getattr(user, "is_authenticated", False):
+        return None
+    location = item.locations.first()
+    is_video = (
+        location is not None
+        and Path(location.rel_path).suffix.lower() in VIDEO_EXTENSIONS
+    )
+    action = "thumbnail" if is_video else "raw"
+    signature = signing.dumps(
+        {"item": item.id, "user": user.id, "action": action},
+        salt=MEDIA_FILE_SALT,
+    )
+    return f"/api/files/J-{item.id}/{action}/?sig={signature}"
+
+
 class UserSerializer(serializers.ModelSerializer):
     e621_configured = serializers.BooleanField(read_only=True)
     can_upload = serializers.BooleanField(read_only=True)
+    avatar_j_id = serializers.SerializerMethodField()
+    avatar_url = serializers.SerializerMethodField()
 
     class Meta:
         model = User
@@ -19,11 +46,54 @@ class UserSerializer(serializers.ModelSerializer):
             "date_joined",
             "role",
             "can_upload",
+            "avatar_j_id",
+            "avatar_url",
             "e621_username",
             "e621_configured",
         ]
         read_only_fields = fields
 
+    def get_avatar_j_id(self, obj):
+        return f"J-{obj.avatar_id}" if obj.avatar_id else None
+
+    def get_avatar_url(self, obj):
+        return signed_media_url(self.context.get("request"), obj.avatar)
+
+
+class UserListSerializer(serializers.ModelSerializer):
+    avatar_j_id = serializers.SerializerMethodField()
+    avatar_url = serializers.SerializerMethodField()
+    uploads_count = serializers.IntegerField(read_only=True)
+
+    class Meta:
+        model = User
+        fields = [
+            "id",
+            "username",
+            "email",
+            "role",
+            "is_staff",
+            "is_superuser",
+            "date_joined",
+            "avatar_j_id",
+            "avatar_url",
+            "uploads_count",
+        ]
+        read_only_fields = fields
+
+    def get_avatar_j_id(self, obj):
+        return f"J-{obj.avatar_id}" if obj.avatar_id else None
+
+    def get_avatar_url(self, obj):
+        return signed_media_url(self.context.get("request"), obj.avatar)
+
+
+class UserUpdateSerializer(serializers.Serializer):
+    avatar_j_id = serializers.CharField(
+        required=False, allow_blank=True, allow_null=True
+    )
+    role = serializers.ChoiceField(choices=User.ROLE_CHOICES, required=False)
+
 
 class RegisterSerializer(serializers.ModelSerializer):
     password = serializers.CharField(write_only=True, validators=[validate_password])
diff --git a/backend/apps/accounts/views.py b/backend/apps/accounts/views.py
index ad92d31..d65fed2 100644
--- a/backend/apps/accounts/views.py
+++ b/backend/apps/accounts/views.py
@@ -1,13 +1,19 @@
-from rest_framework import status
+from rest_framework import mixins, permissions, status, viewsets
 from rest_framework.authtoken.models import Token
 from rest_framework.permissions import AllowAny, IsAuthenticated
 from rest_framework.response import Response
 from rest_framework.views import APIView
+from django.db.models import Count, Q
 
+from apps.library.models import MediaItem
+
+from .models import User
 from .serializers import (
     E621CredentialsSerializer,
     RegisterSerializer,
+    UserListSerializer,
     UserSerializer,
+    UserUpdateSerializer,
 )
 
 
@@ -20,7 +26,10 @@ class RegisterView(APIView):
         user = serializer.save()
         token, _ = Token.objects.get_or_create(user=user)
         return Response(
-            {"token": token.key, "user": UserSerializer(user).data},
+            {
+                "token": token.key,
+                "user": UserSerializer(user, context={"request": request}).data,
+            },
             status=status.HTTP_201_CREATED,
         )
 
@@ -29,7 +38,7 @@ class MeView(APIView):
     permission_classes = [IsAuthenticated]
 
     def get(self, request):
-        return Response(UserSerializer(request.user).data)
+        return Response(UserSerializer(request.user, context={"request": request}).data)
 
 
 class LogoutView(APIView):
@@ -71,3 +80,81 @@ class E621CredentialsView(APIView):
             update_fields=["e621_username", "e621_api_key", "e621_base_url"]
         )
         return Response(self._payload(user))
+
+
+class IsStaffUser(permissions.BasePermission):
+    message = "Staff only."
+
+    def has_permission(self, request, view):
+        user = request.user
+        return bool(
+            user
+            and user.is_authenticated
+            and (
+                user.is_superuser
+                or user.is_staff
+                or user.role == user.ROLE_STAFF
+            )
+        )
+
+
+class UserViewSet(
+    mixins.ListModelMixin,
+    mixins.RetrieveModelMixin,
+    viewsets.GenericViewSet,
+):
+    """Staff user directory: roles and J-ID avatars."""
+
+    permission_classes = [IsStaffUser]
+    http_method_names = ["get", "patch", "head", "options"]
+
+    def get_queryset(self):
+        queryset = User.objects.annotate(uploads_count=Count("uploads")).order_by("id")
+        search = self.request.query_params.get("search", "").strip()
+        if search:
+            queryset = queryset.filter(
+                Q(username__icontains=search) | Q(email__icontains=search)
+            )
+        return queryset
+
+    def get_serializer_class(self):
+        if self.request.method in {"PATCH", "PUT"}:
+            return UserUpdateSerializer
+        return UserListSerializer
+
+    def update(self, request, *args, **kwargs):
+        user = self.get_object()
+        serializer = UserUpdateSerializer(data=request.data)
+        serializer.is_valid(raise_exception=True)
+        data = serializer.validated_data
+
+        update_fields = []
+        if "role" in data:
+            user.role = data["role"]
+            update_fields.append("role")
+        if "avatar_j_id" in data:
+            value = str(data.get("avatar_j_id") or "").strip()
+            if not value:
+                user.avatar = None
+            else:
+                numeric = value[2:] if value.upper().startswith("J-") else value
+                item = (
+                    MediaItem.objects.filter(pk=int(numeric)).first()
+                    if numeric.isdigit()
+                    else None
+                )
+                if item is None:
+                    return Response(
+                        {"detail": f"No library item {value}."},
+                        status=status.HTTP_400_BAD_REQUEST,
+                    )
+                user.avatar = item
+            update_fields.append("avatar")
+        if update_fields:
+            user.save(update_fields=update_fields)
+
+        return Response(
+            UserListSerializer(user, context=self.get_serializer_context()).data
+        )
+
+    partial_update = update
diff --git a/backend/apps/library/downloads.py b/backend/apps/library/downloads.py
index e0eac27..ac1c6f9 100644
--- a/backend/apps/library/downloads.py
+++ b/backend/apps/library/downloads.py
@@ -3,10 +3,12 @@
 import logging
 import threading
 import time
+from datetime import timedelta
 from pathlib import Path
 from urllib.parse import urlparse
 
 from django.conf import settings
+from django.db import connection
 from django.utils import timezone
 
 from . import services
@@ -14,6 +16,27 @@ from .models import DownloadTask
 
 logger = logging.getLogger(__name__)
 
+STALE_AFTER = timedelta(minutes=30)
+
+
+def reap_stale_downloads():
+    """Mark tasks left hanging by a recycled worker as failed.
+
+    Gunicorn recycles workers (--max-requests, timeouts); a download thread
+    dies with its worker, so long-stuck tasks are surfaced as errors instead
+    of pretending to run forever.
+    """
+    cutoff = timezone.now() - STALE_AFTER
+    return DownloadTask.objects.filter(
+        status__in=[DownloadTask.STATUS_PENDING, DownloadTask.STATUS_DOWNLOADING],
+        updated_at__lt=cutoff,
+    ).update(
+        status=DownloadTask.STATUS_ERROR,
+        error="The worker restarted before this download finished.",
+        speed=None,
+        updated_at=timezone.now(),
+    )
+
 
 def start_download_task(task_id):
     thread = threading.Thread(target=run_download_task, args=(task_id,), daemon=True)
@@ -79,6 +102,7 @@ def run_download_task(task_id):
         )
         item, _, location, _ = services.index_file(destination, folder)
         services.rename_location_to_j_id(item, location)
+        services.ensure_visual_hashes(item)
 
         update_fields = []
         if item.uploaded_by_id is None and task.user_id is not None:
@@ -120,3 +144,7 @@ def run_download_task(task_id):
             speed=None,
             updated_at=timezone.now(),
         )
+    finally:
+        # Background threads hold their own DB connection; release it so
+        # Gunicorn workers do not leak connections when threads finish.
+        connection.close()
diff --git a/backend/apps/library/management/commands/compute_visual_hashes.py b/backend/apps/library/management/commands/compute_visual_hashes.py
new file mode 100644
index 0000000..a26b989
--- /dev/null
+++ b/backend/apps/library/management/commands/compute_visual_hashes.py
@@ -0,0 +1,43 @@
+from django.core.management.base import BaseCommand
+from django.db.models import Q
+
+from apps.library.models import MediaItem
+from apps.library.services import HASH_FIELDS, ensure_visual_hashes
+
+
+class Command(BaseCommand):
+    help = "Compute perceptual hashes for library items missing them."
+
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--force",
+            action="store_true",
+            help="Recompute hashes even when they already exist.",
+        )
+
+    def handle(self, *args, **options):
+        queryset = MediaItem.objects.prefetch_related("locations").order_by("id")
+        if not options["force"]:
+            missing = Q()
+            for field in HASH_FIELDS:
+                missing |= Q(**{field: ""})
+            queryset = queryset.filter(missing)
+
+        total = queryset.count()
+        if total == 0:
+            self.stdout.write(self.style.SUCCESS("All items already have hashes."))
+            return
+
+        self.stdout.write(f"Computing hashes for {total} item(s) ...")
+        done = 0
+        for item in queryset.iterator(chunk_size=100):
+            if options["force"]:
+                item.ahash = item.dhash = item.phash = item.whash = ""
+            ensure_visual_hashes(item)
+            done += 1
+            if done % 100 == 0:
+                self.stdout.write(f"Processed {done} ...")
+
+        self.stdout.write(
+            self.style.SUCCESS(f"Done. Processed {done} item(s).")
+        )
diff --git a/backend/apps/library/migrations/0006_mediaitem_ahash_mediaitem_dhash_mediaitem_phash_and_more.py b/backend/apps/library/migrations/0006_mediaitem_ahash_mediaitem_dhash_mediaitem_phash_and_more.py
new file mode 100644
index 0000000..9a0db81
--- /dev/null
+++ b/backend/apps/library/migrations/0006_mediaitem_ahash_mediaitem_dhash_mediaitem_phash_and_more.py
@@ -0,0 +1,33 @@
+# Generated by Django 6.1.1 on 2026-09-17 17:34
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('library', '0005_downloadtask'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='mediaitem',
+            name='ahash',
+            field=models.CharField(blank=True, db_index=True, default='', max_length=32),
+        ),
+        migrations.AddField(
+            model_name='mediaitem',
+            name='dhash',
+            field=models.CharField(blank=True, db_index=True, default='', max_length=32),
+        ),
+        migrations.AddField(
+            model_name='mediaitem',
+            name='phash',
+            field=models.CharField(blank=True, db_index=True, default='', max_length=32),
+        ),
+        migrations.AddField(
+            model_name='mediaitem',
+            name='whash',
+            field=models.CharField(blank=True, db_index=True, default='', max_length=32),
+        ),
+    ]
diff --git a/backend/apps/library/migrations/0007_tempupload_visual_matches.py b/backend/apps/library/migrations/0007_tempupload_visual_matches.py
new file mode 100644
index 0000000..648aa98
--- /dev/null
+++ b/backend/apps/library/migrations/0007_tempupload_visual_matches.py
@@ -0,0 +1,18 @@
+# Generated by Django 6.1.1 on 2026-09-17 17:42
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('library', '0006_mediaitem_ahash_mediaitem_dhash_mediaitem_phash_and_more'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='tempupload',
+            name='visual_matches',
+            field=models.JSONField(blank=True, null=True),
+        ),
+    ]
diff --git a/backend/apps/library/models.py b/backend/apps/library/models.py
index cd80e4c..45d56a6 100644
--- a/backend/apps/library/models.py
+++ b/backend/apps/library/models.py
@@ -24,6 +24,11 @@ class MediaItem(models.Model):
     hidden_from_guests = models.BooleanField(default=False, db_index=True)
     e621_post_id = models.IntegerField(null=True, blank=True, db_index=True)
     e621_data = models.JSONField(null=True, blank=True)
+    # Perceptual hashes (hex strings) used by the duplicates engine.
+    ahash = models.CharField(max_length=32, blank=True, default="", db_index=True)
+    dhash = models.CharField(max_length=32, blank=True, default="", db_index=True)
+    phash = models.CharField(max_length=32, blank=True, default="", db_index=True)
+    whash = models.CharField(max_length=32, blank=True, default="", db_index=True)
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
 
@@ -100,6 +105,7 @@ class TempUpload(models.Model):
     custom_tags = models.JSONField(default=list, blank=True)
     custom_notes = models.TextField(blank=True, default="")
     iqdb_data = models.JSONField(null=True, blank=True)
+    visual_matches = models.JSONField(null=True, blank=True)
     library_item = models.ForeignKey(
         MediaItem,
         null=True,
diff --git a/backend/apps/library/serializers.py b/backend/apps/library/serializers.py
index 71784e1..df6b193 100644
--- a/backend/apps/library/serializers.py
+++ b/backend/apps/library/serializers.py
@@ -117,6 +117,7 @@ class TempUploadSerializer(serializers.ModelSerializer):
             "custom_tags",
             "custom_notes",
             "iqdb_data",
+            "visual_matches",
             "library_j_id",
             "file_url",
             "preview_url",
diff --git a/backend/apps/library/services.py b/backend/apps/library/services.py
index 1622244..32250cf 100644
--- a/backend/apps/library/services.py
+++ b/backend/apps/library/services.py
@@ -1,5 +1,6 @@
 import hashlib
 import json
+import logging
 import mimetypes
 import os
 import re
@@ -7,12 +8,19 @@ import shutil
 import subprocess
 from pathlib import Path
 
+import imagehash
 from django.conf import settings
 from django.http import FileResponse, Http404, HttpResponse
 from django.utils.text import get_valid_filename
+from PIL import Image
 
 from .models import MediaItem, MediaLocation
 
+logger = logging.getLogger(__name__)
+
+HASH_FIELDS = ("ahash", "dhash", "phash", "whash")
+IMAGE_EXTENSIONS = {".jpg", ".jpeg", ".png", ".gif", ".apng", ".webp"}
+
 ALLOWED_EXTENSIONS = {
     ".jpg",
     ".jpeg",
@@ -82,6 +90,41 @@ def rename_location_to_j_id(item, location):
     return location
 
 
+def compute_visual_hashes(path):
+    """Perceptual hashes for an image file (empty dict for other files)."""
+    path = Path(path)
+    if path.suffix.lower() not in IMAGE_EXTENSIONS:
+        return {}
+    try:
+        with Image.open(path) as image:
+            converted = image.convert("RGB")
+            return {
+                "ahash": str(imagehash.average_hash(converted, hash_size=8)),
+                "dhash": str(imagehash.dhash(converted, hash_size=8)),
+                "phash": str(imagehash.phash(converted, hash_size=8)),
+                "whash": str(imagehash.whash(converted, hash_size=8)),
+            }
+    except Exception:  # noqa: BLE001 - hashing must never break indexing
+        logger.exception("Could not compute visual hashes for %s", path)
+        return {}
+
+
+def ensure_visual_hashes(item):
+    """Fill in missing perceptual hashes for a media item."""
+    if all(getattr(item, field) for field in HASH_FIELDS):
+        return item
+    location = item.locations.first()
+    if location is None:
+        return item
+    hashes = compute_visual_hashes(location.path)
+    if not hashes:
+        return item
+    for field, value in hashes.items():
+        setattr(item, field, value)
+    item.save(update_fields=[*hashes.keys(), "updated_at"])
+    return item
+
+
 def parse_tags(raw):
     """Normalize a comma-separated string or JSON list into a list of tags."""
     if raw is None:
diff --git a/backend/apps/library/tools.py b/backend/apps/library/tools.py
new file mode 100644
index 0000000..0d3b4b7
--- /dev/null
+++ b/backend/apps/library/tools.py
@@ -0,0 +1,394 @@
+"""Library tooling: duplicates, deletion and storage overview."""
+
+import logging
+import shutil
+from pathlib import Path
+
+from django.conf import settings
+from django.core.cache import cache
+from django.db.models import Count, Q
+from rest_framework import status
+from rest_framework.permissions import IsAuthenticated
+from rest_framework.response import Response
+from rest_framework.views import APIView
+
+from .models import MediaItem, MediaLocation
+from .permissions import CanUpload
+
+logger = logging.getLogger(__name__)
+
+HASH_FIELDS = ("ahash", "dhash", "phash", "whash")
+STORAGE_CACHE_KEY = "j621.library.storage"
+STORAGE_CACHE_TTL = 60
+GROUPS_PER_PAGE = 20
+
+
+def parse_threshold(value, default=0.8):
+    try:
+        parsed = float(value)
+    except (TypeError, ValueError):
+        return default
+    if parsed > 1:
+        parsed = parsed / 100.0
+    return min(max(parsed, 0.0), 1.0)
+
+
+def parse_algorithms(value):
+    if not isinstance(value, list):
+        return list(HASH_FIELDS)
+    selected = [field for field in value if field in HASH_FIELDS]
+    return selected or list(HASH_FIELDS)
+
+
+def hashes_similarity(first_hashes, second_hashes, algorithms, threshold):
+    """Best similarity between two hash mappings, or None below threshold."""
+    best = None
+    for field in algorithms:
+        first = first_hashes.get(field) or ""
+        second = second_hashes.get(field) or ""
+        if not first or not second:
+            continue
+        try:
+            distance = bin(int(first, 16) ^ int(second, 16)).count("1")
+        except ValueError:
+            continue
+        value = 1.0 - distance / 64.0
+        if best is None or value > best:
+            best = value
+    if best is None or best < threshold:
+        return None
+    return best
+
+
+def similarity_between(item_a, item_b, algorithms, threshold):
+    """Best similarity across the selected algorithms, or None below threshold."""
+    return hashes_similarity(
+        {field: getattr(item_a, field, "") for field in algorithms},
+        {field: getattr(item_b, field, "") for field in algorithms},
+        algorithms,
+        threshold,
+    )
+
+
+def hashed_items(algorithms):
+    query = Q()
+    for field in algorithms:
+        query |= ~Q(**{field: ""})
+    return list(MediaItem.objects.filter(query).prefetch_related("locations"))
+
+
+def display_rating(item):
+    if item.rating:
+        return item.rating
+    data = item.e621_data or {}
+    rating = data.get("rating") if isinstance(data, dict) else None
+    return rating if rating in {"s", "q", "e"} else ""
+
+
+def item_brief(item):
+    locations = list(item.locations.all())
+    location = locations[0] if locations else None
+    return {
+        "j_id": f"J-{item.id}",
+        "md5": item.md5,
+        "filename": Path(location.rel_path).name if location else item.md5,
+        "size": item.size,
+        "rating": display_rating(item),
+        "location_count": len(locations),
+        "uploaded_by": item.uploaded_by.username if item.uploaded_by else None,
+        "e621_post_id": item.e621_post_id,
+    }
+
+
+def resolve_item(data):
+    j_id = str(data.get("j_id") or "").strip()
+    md5 = str(data.get("md5") or "").strip().lower()
+    if j_id:
+        numeric = j_id[2:] if j_id.upper().startswith("J-") else j_id
+        if numeric.isdigit():
+            item = MediaItem.objects.filter(pk=int(numeric)).first()
+            if item is not None:
+                return item
+    if md5:
+        return MediaItem.objects.filter(md5=md5).first()
+    return None
+
+
+class ExactDuplicatesView(APIView):
+    """Items whose content exists at more than one path."""
+
+    permission_classes = [IsAuthenticated]
+
+    def get(self, request):
+        items = (
+            MediaItem.objects.annotate(location_count=Count("locations"))
+            .filter(location_count__gt=1)
+            .prefetch_related("locations")
+            .order_by("-location_count", "id")
+        )
+        groups = []
+        for item in items:
+            brief = item_brief(item)
+            brief["locations"] = [
+                {"id": location.id, "rel_path": location.rel_path}
+                for location in item.locations.all()
+            ]
+            groups.append(brief)
+        return Response({"count": len(groups), "groups": groups})
+
+
+class VisualMatchesView(APIView):
+    """Items visually similar to one library item."""
+
+    permission_classes = [IsAuthenticated]
+
+    def post(self, request):
+        threshold = parse_threshold(request.data.get("threshold"))
+        algorithms = parse_algorithms(request.data.get("algorithms"))
+        target = resolve_item(request.data)
+        if target is None:
+            return Response(
+                {"detail": "A j_id or md5 is required."},
+                status=status.HTTP_400_BAD_REQUEST,
+            )
+
+        matches = []
+        for item in hashed_items(algorithms):
+            if item.pk == target.pk:
+                continue
+            similarity = similarity_between(target, item, algorithms, threshold)
+            if similarity is None:
+                continue
+            brief = item_brief(item)
+            brief["similarity"] = round(similarity * 100, 1)
+            matches.append(brief)
+        matches.sort(key=lambda entry: entry["similarity"], reverse=True)
+
+        return Response(
+            {
+                "target": item_brief(target),
+                "threshold": round(threshold * 100, 1),
+                "algorithms": algorithms,
+                "count": len(matches),
+                "matches": matches[:200],
+            }
+        )
+
+
+class VisualGroupsView(APIView):
+    """Groups of visually similar items (union-find over perceptual hashes).
+
+    Pairwise comparison is O(n^2) with fast bit operations, which is fine for
+    a personal library. Revisit with a bucketed index if libraries grow huge.
+    """
+
+    permission_classes = [IsAuthenticated]
+
+    def post(self, request):
+        threshold = parse_threshold(request.data.get("threshold"))
+        algorithms = parse_algorithms(request.data.get("algorithms"))
+        page = max(1, int(request.data.get("page") or 1))
+
+        items = hashed_items(algorithms)
+        parent = list(range(len(items)))
+
+        def find(index):
+            while parent[index] != index:
+                parent[index] = parent[parent[index]]
+                index = parent[index]
+            return index
+
+        def union(first, second):
+            root_a = find(first)
+            root_b = find(second)
+            if root_a != root_b:
+                parent[root_b] = root_a
+
+        for first in range(len(items)):
+            for second in range(first + 1, len(items)):
+                if find(first) == find(second):
+                    continue
+                if (
+                    similarity_between(
+                        items[first], items[second], algorithms, threshold
+                    )
+                    is not None
+                ):
+                    union(first, second)
+
+        grouped = {}
+        for index, item in enumerate(items):
+            grouped.setdefault(find(index), []).append(item)
+
+        groups = [members for members in grouped.values() if len(members) >= 2]
+        groups.sort(key=len, reverse=True)
+
+        total = len(groups)
+        start = (page - 1) * GROUPS_PER_PAGE
+        page_groups = groups[start : start + GROUPS_PER_PAGE]
+
+        return Response(
+            {
+                "count": total,
+                "page": page,
+                "per_page": GROUPS_PER_PAGE,
+                "has_next": start + GROUPS_PER_PAGE < total,
+                "threshold": round(threshold * 100, 1),
+                "algorithms": algorithms,
+                "groups": [
+                    {"size": len(members), "members": [item_brief(item) for item in members]}
+                    for members in page_groups
+                ],
+            }
+        )
+
+
+def can_delete(user, item):
+    if user.is_superuser or user.role == user.ROLE_STAFF:
+        return True
+    return item.uploaded_by_id == user.id
+
+
+def remove_watched_file(path):
+    """Delete a file only when it lives inside the watched folder."""
+    watched = Path(settings.WATCHED_FOLDER).resolve()
+    try:
+        resolved = Path(path).resolve()
+        resolved.relative_to(watched)
+    except (ValueError, OSError):
+        return False
+    if resolved.is_file():
+        resolved.unlink()
+        return True
+    return False
+
+
+class DeleteFilesView(APIView):
+    """Delete items (with every copy) or individual duplicate locations."""
+
+    permission_classes = [CanUpload]
+
+    def post(self, request):
+        j_ids = request.data.get("j_ids") or []
+        location_ids = request.data.get("location_ids") or []
+        if not isinstance(j_ids, list) or not isinstance(location_ids, list):
+            return Response(
+                {"detail": "j_ids and location_ids must be lists."},
+                status=status.HTTP_400_BAD_REQUEST,
+            )
+
+        deleted = []
+        errors = []
+
+        numeric_ids = []
+        for value in j_ids:
+            text = str(value).strip()
+            numeric = text[2:] if text.upper().startswith("J-") else text
+            if numeric.isdigit():
+                numeric_ids.append(int(numeric))
+
+        for item in MediaItem.objects.filter(pk__in=numeric_ids).prefetch_related(
+            "locations"
+        ):
+            if not can_delete(request.user, item):
+                errors.append({"j_id": f"J-{item.id}", "error": "permission denied"})
+                continue
+            for location in item.locations.all():
+                remove_watched_file(location.path)
+            deleted.append(f"J-{item.id}")
+            item.delete()
+
+        cache.delete(STORAGE_CACHE_KEY)
+
+        for location in MediaLocation.objects.filter(
+            id__in=location_ids
+        ).select_related("item"):
+            if not can_delete(request.user, location.item):
+                errors.append(
+                    {"location": location.id, "error": "permission denied"}
+                )
+                continue
+            location_id = location.id
+            item = location.item
+            remove_watched_file(location.path)
+            location.delete()
+            if item.locations.exists():
+                deleted.append(f"location {location_id}")
+            else:
+                deleted.append(f"J-{item.id}")
+                item.delete()
+
+        return Response({"deleted": deleted, "errors": errors})
+
+
+class ClearTempView(APIView):
+    """Remove staged files from the temp upload folder."""
+
+    permission_classes = [CanUpload]
+
+    def post(self, request):
+        temp_dir = Path(settings.MEDIA_ROOT) / "uploads" / "temp"
+        removed = 0
+        if temp_dir.exists():
+            for entry in temp_dir.iterdir():
+                if entry.is_file():
+                    entry.unlink()
+                    removed += 1
+        cache.delete(STORAGE_CACHE_KEY)
+        return Response({"removed": removed})
+
+
+class StorageView(APIView):
+    """Disk usage for the watched folder, media root and temp uploads."""
+
+    permission_classes = [IsAuthenticated]
+
+    def get(self, request):
+        cached = cache.get(STORAGE_CACHE_KEY)
+        if cached is not None:
+            return Response(cached)
+
+        watched = Path(settings.WATCHED_FOLDER)
+        media_root = Path(settings.MEDIA_ROOT)
+        temp_dir = media_root / "uploads" / "temp"
+
+        usage = shutil.disk_usage(
+            str(watched) if watched.exists() else str(Path(settings.BASE_DIR))
+        )
+        library_size = (
+            sum(file.stat().st_size for file in watched.rglob("*") if file.is_file())
+            if watched.exists()
+            else 0
+        )
+        media_size = (
+            sum(file.stat().st_size for file in media_root.rglob("*") if file.is_file())
+            if media_root.exists()
+            else 0
+        )
+        temp_files = (
+            [file for file in temp_dir.rglob("*") if file.is_file()]
+            if temp_dir.exists()
+            else []
+        )
+
+        payload = {
+            "watched_folder": {
+                "path": str(watched),
+                "total": usage.total,
+                "used": usage.used,
+                "free": usage.free,
+                "library_size": library_size,
+                "percent_used": (
+                    round(usage.used / usage.total * 100, 1) if usage.total else 0
+                ),
+            },
+            "media": {"path": str(media_root), "size": media_size},
+            "temp": {
+                "path": str(temp_dir),
+                "size": sum(file.stat().st_size for file in temp_files),
+                "files": len(temp_files),
+            },
+            "library_items": MediaItem.objects.count(),
+        }
+        cache.set(STORAGE_CACHE_KEY, payload, STORAGE_CACHE_TTL)
+        return Response(payload)
diff --git a/backend/apps/library/uploads.py b/backend/apps/library/uploads.py
index df20318..9828735 100644
--- a/backend/apps/library/uploads.py
+++ b/backend/apps/library/uploads.py
@@ -28,10 +28,40 @@ from . import services
 from .models import MediaItem, TempUpload
 from .permissions import CanUpload
 from .serializers import TempUploadSerializer
+from .tools import HASH_FIELDS, hashes_similarity
 
 logger = logging.getLogger(__name__)
 
 
+def find_library_matches(path, limit=10):
+    """Library items visually similar to a staged file."""
+    hashes = services.compute_visual_hashes(path)
+    if not hashes:
+        return []
+    algorithms = list(HASH_FIELDS)
+    threshold = settings.VISUAL_MATCH_THRESHOLD
+    matches = []
+    for item in MediaItem.objects.prefetch_related("locations"):
+        similarity = hashes_similarity(
+            hashes,
+            {field: getattr(item, field, "") for field in algorithms},
+            algorithms,
+            threshold,
+        )
+        if similarity is None:
+            continue
+        location = item.locations.first()
+        matches.append(
+            {
+                "j_id": f"J-{item.id}",
+                "filename": Path(location.rel_path).name if location else item.md5,
+                "similarity": round(similarity * 100, 1),
+            }
+        )
+    matches.sort(key=lambda entry: entry["similarity"], reverse=True)
+    return matches[:limit]
+
+
 def complete_temp_upload(temp, download_url=None):
     """Index the upload into the library.
 
@@ -57,6 +87,7 @@ def complete_temp_upload(temp, download_url=None):
             raise
         item, _, location, _ = services.index_file(destination, folder)
         services.rename_location_to_j_id(item, location)
+        services.ensure_visual_hashes(item)
         if temp.file:
             temp.file.delete(save=False)
     else:
@@ -69,6 +100,7 @@ def complete_temp_upload(temp, download_url=None):
             shutil.copyfileobj(source, target)
         item, _, location, _ = services.index_file(destination, folder)
         services.rename_location_to_j_id(item, location)
+        services.ensure_visual_hashes(item)
         temp.file.delete(save=False)
 
     temp.library_item = item
@@ -143,6 +175,11 @@ class TempUploadViewSet(
             temp.resolution = TempUpload.RESOLUTION_DUPLICATE
             temp.library_item = existing
             temp.file.delete(save=False)
+        else:
+            matches = find_library_matches(temp.file.path)
+            if matches:
+                temp.visual_matches = matches
+                temp.status = TempUpload.STATUS_VISUAL_MATCH
         temp.save()
         return Response(
             self.get_serializer(temp).data, status=status.HTTP_201_CREATED
diff --git a/backend/apps/library/urls.py b/backend/apps/library/urls.py
index 76b7268..bb076eb 100644
--- a/backend/apps/library/urls.py
+++ b/backend/apps/library/urls.py
@@ -1,6 +1,14 @@
 from django.urls import include, path
 from rest_framework.routers import DefaultRouter
 
+from .tools import (
+    ClearTempView,
+    DeleteFilesView,
+    ExactDuplicatesView,
+    StorageView,
+    VisualGroupsView,
+    VisualMatchesView,
+)
 from .uploads import TempUploadViewSet
 from .views import ClientDownloadView, DownloadTaskViewSet, MediaItemViewSet
 
@@ -12,4 +20,22 @@ router.register("online/downloads", DownloadTaskViewSet, basename="download")
 urlpatterns = [
     path("", include(router.urls)),
     path("online/file/", ClientDownloadView.as_view(), name="client_download"),
+    path(
+        "duplicates/md5/",
+        ExactDuplicatesView.as_view(),
+        name="duplicates_md5",
+    ),
+    path(
+        "duplicates/visual/",
+        VisualMatchesView.as_view(),
+        name="duplicates_visual",
+    ),
+    path(
+        "duplicates/visual_groups/",
+        VisualGroupsView.as_view(),
+        name="duplicates_groups",
+    ),
+    path("delete/", DeleteFilesView.as_view(), name="delete_files"),
+    path("temp/clear/", ClearTempView.as_view(), name="clear_temp"),
+    path("storage/", StorageView.as_view(), name="storage_info"),
 ]
diff --git a/backend/apps/library/views.py b/backend/apps/library/views.py
index c60fde5..b867e45 100644
--- a/backend/apps/library/views.py
+++ b/backend/apps/library/views.py
@@ -16,7 +16,7 @@ from rest_framework.response import Response
 from rest_framework.views import APIView
 
 from . import services
-from .downloads import start_download_task
+from .downloads import reap_stale_downloads, start_download_task
 from .models import DownloadTask, MediaItem
 from .permissions import CanUpload, IsUploaderOrStaffOrReadOnly
 from .serializers import DownloadTaskSerializer, MediaItemSerializer
@@ -41,6 +41,15 @@ class MediaItemViewSet(
         )
         if not self.request.user.is_authenticated:
             queryset = queryset.filter(hidden_from_guests=False)
+        j_ids = self.request.query_params.get("j_ids", "").strip()
+        if j_ids:
+            numeric_ids = []
+            for value in j_ids.split(","):
+                text = value.strip()
+                number = text[2:] if text.upper().startswith("J-") else text
+                if number.isdigit():
+                    numeric_ids.append(int(number))
+            queryset = queryset.filter(pk__in=numeric_ids)
         search = self.request.query_params.get("search", "").strip()
         if search:
             queryset = queryset.filter(locations__rel_path__icontains=search)
@@ -203,6 +212,7 @@ class DownloadTaskViewSet(
     http_method_names = ["get", "post", "head", "options"]
 
     def get_queryset(self):
+        reap_stale_downloads()
         queryset = DownloadTask.objects.select_related("library_item")
         user = self.request.user
         if not (user.is_staff or user.is_superuser):
diff --git a/backend/config/settings.py b/backend/config/settings.py
index c84b06a..261c0b6 100644
--- a/backend/config/settings.py
+++ b/backend/config/settings.py
@@ -166,6 +166,9 @@ GUEST_BLACKLIST_FALLBACK = [
 ]
 GUEST_BLACKLIST_TTL = int(os.getenv("GUEST_BLACKLIST_TTL", "3600"))
 
+# Similarity threshold for flagging staged uploads that match library items.
+VISUAL_MATCH_THRESHOLD = float(os.getenv("VISUAL_MATCH_THRESHOLD", "0.9"))
+
 # Redis cache (run via docker compose at the repo root), shared by web
 # workers and management commands (e.g. the mirrored guest blacklist).
 CACHES = {
diff --git a/backend/config/urls.py b/backend/config/urls.py
index b4a0b8a..b16204f 100644
--- a/backend/config/urls.py
+++ b/backend/config/urls.py
@@ -6,6 +6,7 @@ from django.urls import include, path
 urlpatterns = [
     path("admin/", admin.site.urls),
     path("api/auth/", include("apps.accounts.urls")),
+    path("api/", include("apps.accounts.api_urls")),
     path("api/", include("apps.core.urls")),
     path("api/", include("apps.library.urls")),
 ]
diff --git a/backend/requirements.txt b/backend/requirements.txt
index dc6ddaf..9bc1e3b 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -4,5 +4,6 @@ django-filter>=25.1
 Pillow>=11.0
 python-dotenv>=1.0
 requests>=2.32
+imagehash>=4.3
 PyMySQL>=1.1
 redis>=5.0
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 0546564..acd5442 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -13,10 +13,13 @@ import AccountPage from "@/features/account/AccountPage";
 import LoginPage from "@/features/auth/LoginPage";
 import RegisterPage from "@/features/auth/RegisterPage";
 import DetailPage from "@/features/detail/DetailPage";
+import DeletePage from "@/features/library/DeletePage";
+import DuplicatesPage from "@/features/library/DuplicatesPage";
 import LibraryPage from "@/features/library/LibraryPage";
 import Md5Redirect from "@/features/library/Md5Redirect";
 import OnlinePage from "@/features/online/OnlinePage";
 import UploadPage from "@/features/upload/UploadPage";
+import UsersPage from "@/features/users/UsersPage";
 import { useAuth } from "@/store/auth";
 
 function RequireAuth({ children }: { children: ReactNode }) {
@@ -53,6 +56,30 @@ export default function App() {
         <Route path="/view/:md5" element={<Md5Redirect />} />
         <Route path="/online" element={<OnlinePage />} />
         <Route path="/online/view/:postId" element={<PostRedirect />} />
+        <Route
+          path="/duplicates"
+          element={
+            <RequireAuth>
+              <DuplicatesPage />
+            </RequireAuth>
+          }
+        />
+        <Route
+          path="/delete"
+          element={
+            <RequireAuth>
+              <DeletePage />
+            </RequireAuth>
+          }
+        />
+        <Route
+          path="/users"
+          element={
+            <RequireAuth>
+              <UsersPage />
+            </RequireAuth>
+          }
+        />
         <Route
           path="/upload"
           element={
diff --git a/frontend/src/components/AppShell.tsx b/frontend/src/components/AppShell.tsx
index 1c4355b..37e56e6 100644
--- a/frontend/src/components/AppShell.tsx
+++ b/frontend/src/components/AppShell.tsx
@@ -60,7 +60,16 @@ export function AppShell() {
   const navItems = [
     { to: "/", label: "Library" },
     { to: "/online", label: "Online" },
-    ...(user?.can_upload ? [{ to: "/upload", label: "Upload" }] : []),
+    ...(user?.can_upload
+      ? [
+          { to: "/upload", label: "Upload" },
+          { to: "/duplicates", label: "Duplicates" },
+          { to: "/delete", label: "Delete" },
+        ]
+      : []),
+    ...(user && (user.is_staff || user.is_superuser || user.role === "staff")
+      ? [{ to: "/users", label: "Users" }]
+      : []),
   ];
 
   const navigationType = useNavigationType();
@@ -120,9 +129,17 @@ export function AppShell() {
                   title="Account settings"
                   className="flex items-center gap-2 transition hover:opacity-80"
                 >
-                  <span className="flex h-7 w-7 items-center justify-center rounded-full bg-ctp-surface1 font-mono text-xs font-semibold text-ctp-lavender">
-                    {user.username.slice(0, 1).toUpperCase()}
-                  </span>
+                  {user.avatar_url ? (
+                    <img
+                      src={user.avatar_url}
+                      alt={user.username}
+                      className="h-7 w-7 rounded-full border border-ctp-surface1 object-cover"
+                    />
+                  ) : (
+                    <span className="flex h-7 w-7 items-center justify-center rounded-full bg-ctp-surface1 font-mono text-xs font-semibold text-ctp-lavender">
+                      {user.username.slice(0, 1).toUpperCase()}
+                    </span>
+                  )}
                   <span className="hidden text-sm text-ctp-subtext1 sm:block">
                     {user.username}
                   </span>
diff --git a/frontend/src/components/CommandPalette.tsx b/frontend/src/components/CommandPalette.tsx
index f4b8683..cf6d849 100644
--- a/frontend/src/components/CommandPalette.tsx
+++ b/frontend/src/components/CommandPalette.tsx
@@ -1,4 +1,5 @@
 import {
+  Copy,
   FolderOpen,
   Globe,
   LogIn,
@@ -6,7 +7,9 @@ import {
   Menu,
   Search,
   Settings,
+  Trash2,
   Upload,
+  Users,
   type LucideIcon,
 } from "lucide-react";
 import { useMemo, useState } from "react";
@@ -59,6 +62,18 @@ function CommandPaletteDialog({ onClose }: { onClose: () => void }) {
               icon: Upload,
               run: () => navigate("/upload"),
             },
+            {
+              id: "duplicates",
+              label: "Find duplicates",
+              icon: Copy,
+              run: () => navigate("/duplicates"),
+            },
+            {
+              id: "delete",
+              label: "Delete files & storage",
+              icon: Trash2,
+              run: () => navigate("/delete"),
+            },
           ]
         : []),
       {
@@ -94,6 +109,14 @@ function CommandPaletteDialog({ onClose }: { onClose: () => void }) {
         icon: Settings,
         run: () => navigate("/account"),
       });
+      if (user.is_staff || user.is_superuser || user.role === "staff") {
+        list.push({
+          id: "users",
+          label: "Manage users",
+          icon: Users,
+          run: () => navigate("/users"),
+        });
+      }
       list.push({
         id: "logout",
         label: `Log out (${user.username})`,
diff --git a/frontend/src/features/library/DeletePage.tsx b/frontend/src/features/library/DeletePage.tsx
new file mode 100644
index 0000000..6725447
--- /dev/null
+++ b/frontend/src/features/library/DeletePage.tsx
@@ -0,0 +1,271 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+import { useState } from "react";
+import { Link } from "react-router-dom";
+
+import { Button, EmptyState, Spinner, inputClass } from "@/components/ui";
+import { api, errorMessage } from "@/lib/api";
+import { cn } from "@/lib/cn";
+import { formatBytes } from "@/lib/format";
+import type { MediaItem, Paginated, StorageInfo } from "@/lib/types";
+
+function parseJIds(text: string): string[] {
+  return text
+    .split(/[\s,]+/)
+    .map((value) => value.trim().toUpperCase())
+    .filter((value) => /^J-\d+$/.test(value));
+}
+
+export default function DeletePage() {
+  const queryClient = useQueryClient();
+  const [jIdsInput, setJIdsInput] = useState("");
+  const [loadedIds, setLoadedIds] = useState<string[]>([]);
+  const [selected, setSelected] = useState<string[]>([]);
+  const [status, setStatus] = useState<string | null>(null);
+
+  const storageQuery = useQuery({
+    queryKey: ["storage"],
+    queryFn: () => api<StorageInfo>("/api/storage/"),
+  });
+
+  const filesQuery = useQuery({
+    queryKey: ["delete-files", loadedIds],
+    queryFn: () =>
+      api<Paginated<MediaItem>>(`/api/files/?j_ids=${loadedIds.join(",")}`),
+    enabled: loadedIds.length > 0,
+  });
+
+  const deleteMutation = useMutation({
+    mutationFn: (jIds: string[]) =>
+      api<{ deleted: string[]; errors: { j_id?: string; error: string }[] }>(
+        "/api/delete/",
+        { method: "POST", json: { j_ids: jIds } },
+      ),
+    onSuccess: (result) => {
+      setSelected([]);
+      setLoadedIds([]);
+      setStatus(
+        `Deleted ${result.deleted.length} item(s)${
+          result.errors.length > 0 ? ` · ${result.errors.length} failed` : ""
+        }.`,
+      );
+      void queryClient.invalidateQueries({ queryKey: ["storage"] });
+      void queryClient.invalidateQueries({ queryKey: ["files"] });
+      void queryClient.invalidateQueries({ queryKey: ["duplicates-md5"] });
+    },
+    onError: (error) => setStatus(errorMessage(error)),
+  });
+
+  const tempMutation = useMutation({
+    mutationFn: () =>
+      api<{ removed: number }>("/api/temp/clear/", { method: "POST" }),
+    onSuccess: (result) => {
+      setStatus(`Removed ${result.removed} temp file(s).`);
+      void queryClient.invalidateQueries({ queryKey: ["storage"] });
+    },
+    onError: (error) => setStatus(errorMessage(error)),
+  });
+
+  function toggleSelected(jId: string) {
+    setSelected((current) =>
+      current.includes(jId)
+        ? current.filter((value) => value !== jId)
+        : [...current, jId],
+    );
+  }
+
+  const storage = storageQuery.data;
+
+  return (
+    <div className="mx-auto flex w-full max-w-6xl flex-col gap-6">
+      <header>
+        <h1 className="text-lg font-semibold">Delete &amp; storage</h1>
+        <p className="mt-1 text-sm text-ctp-overlay0">
+          Inspect disk usage and remove files from the library.
+        </p>
+      </header>
+
+      {status ? (
+        <p className="rounded-md border border-ctp-surface1 bg-ctp-base px-3 py-2 text-xs text-ctp-subtext0">
+          {status}
+        </p>
+      ) : null}
+
+      <section className="grid gap-3 sm:grid-cols-2 lg:grid-cols-4">
+        {storageQuery.isPending ? (
+          <Spinner className="h-5 w-5" />
+        ) : storage ? (
+          <>
+            <div className="rounded-lg border border-ctp-surface0 bg-ctp-base p-3">
+              <p className="text-[11px] uppercase tracking-wide text-ctp-overlay0">
+                Library size
+              </p>
+              <p className="mt-1 font-mono text-sm text-ctp-subtext1">
+                {formatBytes(storage.watched_folder.library_size)}
+              </p>
+              <p className="mt-1 truncate font-mono text-[10px] text-ctp-overlay0" title={storage.watched_folder.path}>
+                {storage.watched_folder.path}
+              </p>
+              <p className="font-mono text-[10px] text-ctp-overlay0">
+                {storage.library_items} items
+              </p>
+            </div>
+            <div className="rounded-lg border border-ctp-surface0 bg-ctp-base p-3">
+              <p className="text-[11px] uppercase tracking-wide text-ctp-overlay0">
+                Disk
+              </p>
+              <p className="mt-1 font-mono text-sm text-ctp-subtext1">
+                {formatBytes(storage.watched_folder.used)} /{" "}
+                {formatBytes(storage.watched_folder.total)}
+              </p>
+              <div className="mt-2 h-1.5 w-full overflow-hidden rounded-full bg-ctp-surface0">
+                <div
+                  className={cn(
+                    "h-full",
+                    storage.watched_folder.percent_used >= 95
+                      ? "bg-ctp-red"
+                      : storage.watched_folder.percent_used >= 80
+                        ? "bg-ctp-peach"
+                        : "bg-ctp-blue",
+                  )}
+                  style={{ width: `${storage.watched_folder.percent_used}%` }}
+                />
+              </div>
+              <p className="mt-1 font-mono text-[10px] text-ctp-overlay0">
+                {storage.watched_folder.percent_used}% used ·{" "}
+                {formatBytes(storage.watched_folder.free)} free
+              </p>
+            </div>
+            <div className="rounded-lg border border-ctp-surface0 bg-ctp-base p-3">
+              <p className="text-[11px] uppercase tracking-wide text-ctp-overlay0">
+                Media folder
+              </p>
+              <p className="mt-1 font-mono text-sm text-ctp-subtext1">
+                {formatBytes(storage.media.size)}
+              </p>
+              <p className="mt-1 truncate font-mono text-[10px] text-ctp-overlay0" title={storage.media.path}>
+                {storage.media.path}
+              </p>
+            </div>
+            <div className="rounded-lg border border-ctp-surface0 bg-ctp-base p-3">
+              <p className="text-[11px] uppercase tracking-wide text-ctp-overlay0">
+                Temp uploads
+              </p>
+              <p className="mt-1 font-mono text-sm text-ctp-subtext1">
+                {formatBytes(storage.temp.size)} · {storage.temp.files} file(s)
+              </p>
+              <Button
+                variant="secondary"
+                className="mt-2 px-2 py-1 text-xs"
+                disabled={tempMutation.isPending || storage.temp.files === 0}
+                onClick={() => tempMutation.mutate()}
+              >
+                {tempMutation.isPending ? "Clearing…" : "Clear temp folder"}
+              </Button>
+            </div>
+          </>
+        ) : (
+          <EmptyState title="Could not load storage info" />
+        )}
+      </section>
+
+      <section className="flex flex-col gap-3">
+        <h2 className="text-sm font-semibold text-ctp-subtext1">
+          Delete files by J-ID
+        </h2>
+        <textarea
+          className={cn(inputClass, "min-h-20 resize-y font-mono")}
+          placeholder="J-12, J-34 J-56&#10;comma, space or newline separated"
+          value={jIdsInput}
+          onChange={(event) => setJIdsInput(event.target.value)}
+        />
+        <div className="flex items-center gap-3">
+          <Button
+            variant="secondary"
+            onClick={() => {
+              setStatus(null);
+              setSelected([]);
+              setLoadedIds(parseJIds(jIdsInput));
+            }}
+          >
+            Load files
+          </Button>
+          {selected.length > 0 ? (
+            <Button
+              variant="danger"
+              disabled={deleteMutation.isPending}
+              onClick={() => deleteMutation.mutate(selected)}
+            >
+              {deleteMutation.isPending
+                ? "Deleting…"
+                : `Delete ${selected.length} selected`}
+            </Button>
+          ) : null}
+        </div>
+
+        {loadedIds.length === 0 ? (
+          <p className="text-xs text-ctp-overlay0">
+            Enter one or more J-IDs to preview them here.
+          </p>
+        ) : filesQuery.isPending ? (
+          <Spinner className="h-5 w-5" />
+        ) : (filesQuery.data?.results.length ?? 0) === 0 ? (
+          <EmptyState title="No matching library items" />
+        ) : (
+          <div className="grid grid-cols-2 gap-3 sm:grid-cols-3 lg:grid-cols-5">
+            {filesQuery.data?.results.map((item) => {
+              const isSelected = selected.includes(item.j_id);
+              return (
+                <div
+                  key={item.j_id}
+                  className={cn(
+                    "overflow-hidden rounded-lg border bg-ctp-base",
+                    isSelected ? "border-ctp-mauve" : "border-ctp-surface0",
+                  )}
+                >
+                  <button
+                    type="button"
+                    onClick={() => toggleSelected(item.j_id)}
+                    className="block w-full text-left"
+                  >
+                    <div className="relative aspect-square overflow-hidden bg-ctp-mantle">
+                      <img
+                        src={`/api/files/${item.j_id}/thumbnail/`}
+                        alt={item.filename}
+                        loading="lazy"
+                        className="h-full w-full object-cover"
+                      />
+                      <span
+                        className={cn(
+                          "absolute left-2 top-2 flex h-5 w-5 items-center justify-center rounded border text-[11px]",
+                          isSelected
+                            ? "border-ctp-mauve bg-ctp-mauve text-ctp-crust"
+                            : "border-ctp-surface1 bg-ctp-crust/70 text-transparent",
+                        )}
+                      >
+                        ✓
+                      </span>
+                    </div>
+                  </button>
+                  <div className="px-2 py-1.5">
+                    <Link
+                      to={`/detail/${item.j_id}`}
+                      className="font-mono text-[10px] text-ctp-blue hover:underline"
+                    >
+                      {item.j_id}
+                    </Link>
+                    <p className="truncate font-mono text-[11px] text-ctp-subtext1" title={item.filename}>
+                      {item.filename}
+                    </p>
+                    <p className="font-mono text-[10px] text-ctp-overlay0">
+                      {formatBytes(item.size)}
+                    </p>
+                  </div>
+                </div>
+              );
+            })}
+          </div>
+        )}
+      </section>
+    </div>
+  );
+}
diff --git a/frontend/src/features/library/DuplicatesPage.tsx b/frontend/src/features/library/DuplicatesPage.tsx
new file mode 100644
index 0000000..c3611d7
--- /dev/null
+++ b/frontend/src/features/library/DuplicatesPage.tsx
@@ -0,0 +1,468 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+import { useMemo, useState } from "react";
+import { Link } from "react-router-dom";
+
+import { Button, Spinner, inputClass } from "@/components/ui";
+import { api, errorMessage } from "@/lib/api";
+import { cn } from "@/lib/cn";
+import { formatBytes } from "@/lib/format";
+import type {
+  DuplicateEntry,
+  VisualGroupsResponse,
+  VisualMatchesResponse,
+} from "@/lib/types";
+
+const ALGORITHMS = [
+  { value: "ahash", label: "aHash" },
+  { value: "dhash", label: "dHash" },
+  { value: "phash", label: "pHash" },
+  { value: "whash", label: "wHash" },
+];
+
+interface DeleteResult {
+  deleted: string[];
+  errors: { j_id?: string; location?: number; error: string }[];
+}
+
+function MemberCard({
+  entry,
+  selected,
+  onToggle,
+}: {
+  entry: DuplicateEntry;
+  selected: boolean;
+  onToggle: () => void;
+}) {
+  return (
+    <div
+      className={cn(
+        "overflow-hidden rounded-lg border bg-ctp-base",
+        selected ? "border-ctp-mauve" : "border-ctp-surface0",
+      )}
+    >
+      <button type="button" onClick={onToggle} className="block w-full text-left">
+        <div className="relative aspect-square overflow-hidden bg-ctp-mantle">
+          <img
+            src={`/api/files/${entry.j_id}/thumbnail/`}
+            alt={entry.j_id}
+            loading="lazy"
+            className="h-full w-full object-cover"
+          />
+          <span
+            className={cn(
+              "absolute left-2 top-2 flex h-5 w-5 items-center justify-center rounded border text-[11px]",
+              selected
+                ? "border-ctp-mauve bg-ctp-mauve text-ctp-crust"
+                : "border-ctp-surface1 bg-ctp-crust/70 text-transparent",
+            )}
+          >
+            ✓
+          </span>
+          {entry.similarity !== undefined ? (
+            <span className="absolute right-2 top-2 rounded-sm bg-ctp-crust/80 px-1.5 py-0.5 font-mono text-[10px] text-ctp-peach">
+              {entry.similarity}%
+            </span>
+          ) : null}
+        </div>
+      </button>
+      <div className="px-2 py-1.5">
+        <Link
+          to={`/detail/${entry.j_id}`}
+          className="font-mono text-[10px] text-ctp-blue hover:underline"
+        >
+          {entry.j_id}
+        </Link>
+        <p
+          className="truncate font-mono text-[11px] text-ctp-subtext1"
+          title={entry.filename}
+        >
+          {entry.filename}
+        </p>
+        <p className="font-mono text-[10px] text-ctp-overlay0">
+          {formatBytes(entry.size)}
+          {entry.location_count > 1 ? ` · ${entry.location_count} copies` : ""}
+        </p>
+      </div>
+    </div>
+  );
+}
+
+export default function DuplicatesPage() {
+  const queryClient = useQueryClient();
+  const [threshold, setThreshold] = useState(80);
+  const [algorithms, setAlgorithms] = useState<string[]>(
+    ALGORITHMS.map((algorithm) => algorithm.value),
+  );
+  const [groupsPage, setGroupsPage] = useState(1);
+  const [groupsEnabled, setGroupsEnabled] = useState(false);
+  const [selected, setSelected] = useState<string[]>([]);
+  const [dismissed, setDismissed] = useState<string[]>([]);
+  const [similarTarget, setSimilarTarget] = useState("");
+  const [status, setStatus] = useState<string | null>(null);
+
+  const exactQuery = useQuery({
+    queryKey: ["duplicates-md5"],
+    queryFn: () =>
+      api<{ count: number; groups: DuplicateEntry[] }>("/api/duplicates/md5/"),
+  });
+
+  const groupsQuery = useQuery({
+    queryKey: [
+      "duplicate-groups",
+      groupsEnabled,
+      threshold,
+      algorithms,
+      groupsPage,
+    ],
+    queryFn: () =>
+      api<VisualGroupsResponse>("/api/duplicates/visual_groups/", {
+        method: "POST",
+        json: { threshold, algorithms, page: groupsPage },
+      }),
+    enabled: groupsEnabled && algorithms.length > 0,
+  });
+
+  const similarMutation = useMutation({
+    mutationFn: (jId: string) =>
+      api<VisualMatchesResponse>("/api/duplicates/visual/", {
+        method: "POST",
+        json: { j_id: jId, threshold, algorithms },
+      }),
+    onError: (error) => setStatus(errorMessage(error)),
+  });
+
+  const deleteMutation = useMutation({
+    mutationFn: (payload: { j_ids?: string[]; location_ids?: number[] }) =>
+      api<DeleteResult>("/api/delete/", { method: "POST", json: payload }),
+    onSuccess: (result) => {
+      setSelected([]);
+      setStatus(
+        `Deleted ${result.deleted.length} entr${
+          result.deleted.length === 1 ? "y" : "ies"
+        }${result.errors.length > 0 ? ` · ${result.errors.length} failed` : ""}.`,
+      );
+      void queryClient.invalidateQueries({ queryKey: ["duplicates-md5"] });
+      void queryClient.invalidateQueries({ queryKey: ["duplicate-groups"] });
+      void queryClient.invalidateQueries({ queryKey: ["files"] });
+    },
+    onError: (error) => setStatus(errorMessage(error)),
+  });
+
+  function toggleSelected(jId: string) {
+    setSelected((current) =>
+      current.includes(jId)
+        ? current.filter((value) => value !== jId)
+        : [...current, jId],
+    );
+  }
+
+  function toggleAlgorithm(value: string) {
+    setGroupsPage(1);
+    setAlgorithms((current) =>
+      current.includes(value)
+        ? current.filter((algorithm) => algorithm !== value)
+        : [...current, value],
+    );
+  }
+
+  const groups = useMemo(
+    () =>
+      (groupsQuery.data?.groups ?? []).filter(
+        (group) =>
+          !dismissed.includes(
+            group.members
+              .map((member) => member.j_id)
+              .sort()
+              .join("|"),
+          ),
+      ),
+    [groupsQuery.data, dismissed],
+  );
+
+  return (
+    <div className="mx-auto flex w-full max-w-6xl flex-col gap-8">
+      <header>
+        <h1 className="text-lg font-semibold">Duplicates</h1>
+        <p className="mt-1 text-sm text-ctp-overlay0">
+          Clean up exact copies and visually similar files.
+        </p>
+      </header>
+
+      {status ? (
+        <p className="rounded-md border border-ctp-surface1 bg-ctp-base px-3 py-2 text-xs text-ctp-subtext0">
+          {status}
+        </p>
+      ) : null}
+
+      <section className="flex flex-col gap-3">
+        <header className="flex items-center justify-between gap-2">
+          <h2 className="text-sm font-semibold text-ctp-subtext1">
+            Exact duplicates
+          </h2>
+          <span className="font-mono text-[11px] text-ctp-overlay0">
+            {exactQuery.data?.count ?? 0} item(s)
+          </span>
+        </header>
+        {exactQuery.isPending ? (
+          <Spinner className="h-5 w-5" />
+        ) : (exactQuery.data?.count ?? 0) === 0 ? (
+          <p className="rounded-lg border border-dashed border-ctp-surface1 px-3 py-6 text-center text-xs text-ctp-overlay0">
+            No items exist at multiple paths.
+          </p>
+        ) : (
+          <div className="flex flex-col gap-3">
+            {exactQuery.data?.groups.map((group) => (
+              <div
+                key={group.j_id}
+                className="flex flex-col gap-3 rounded-lg border border-ctp-surface0 bg-ctp-base p-3 lg:flex-row"
+              >
+                <div className="w-32 shrink-0">
+                  <div className="aspect-square overflow-hidden rounded-md bg-ctp-mantle">
+                    <img
+                      src={`/api/files/${group.j_id}/thumbnail/`}
+                      alt={group.j_id}
+                      loading="lazy"
+                      className="h-full w-full object-cover"
+                    />
+                  </div>
+                  <Link
+                    to={`/detail/${group.j_id}`}
+                    className="font-mono text-[10px] text-ctp-blue hover:underline"
+                  >
+                    {group.j_id}
+                  </Link>
+                </div>
+                <div className="min-w-0 flex-1">
+                  <p className="truncate font-mono text-xs text-ctp-subtext1">
+                    {group.filename}
+                  </p>
+                  <ul className="mt-2 flex flex-col gap-1.5">
+                    {(group.locations ?? []).map((location) => (
+                      <li
+                        key={location.id}
+                        className="flex items-center justify-between gap-3 rounded-md border border-ctp-surface0 px-2 py-1"
+                      >
+                        <span className="truncate font-mono text-[11px] text-ctp-overlay1" title={location.rel_path}>
+                          {location.rel_path}
+                        </span>
+                        <button
+                          type="button"
+                          onClick={() =>
+                            deleteMutation.mutate({ location_ids: [location.id] })
+                          }
+                          className="shrink-0 rounded-md px-1.5 py-0.5 font-mono text-[10px] text-ctp-red transition hover:bg-ctp-red/15"
+                        >
+                          delete copy
+                        </button>
+                      </li>
+                    ))}
+                  </ul>
+                </div>
+                <div className="shrink-0">
+                  <Button
+                    variant="danger"
+                    className="px-2 py-1 text-xs"
+                    onClick={() => deleteMutation.mutate({ j_ids: [group.j_id] })}
+                  >
+                    Delete item
+                  </Button>
+                </div>
+              </div>
+            ))}
+          </div>
+        )}
+      </section>
+
+      <section className="flex flex-col gap-3">
+        <h2 className="text-sm font-semibold text-ctp-subtext1">
+          Visual similarity
+        </h2>
+        <div className="flex flex-col gap-3 rounded-lg border border-ctp-surface0 bg-ctp-base p-3">
+          <div className="flex flex-wrap items-center gap-4">
+            <label className="flex flex-1 items-center gap-3 text-xs text-ctp-subtext0">
+              Similarity {threshold}%
+              <input
+                type="range"
+                min={50}
+                max={100}
+                value={threshold}
+                onChange={(event) => {
+                  setGroupsPage(1);
+                  setThreshold(Number(event.target.value));
+                }}
+                className="flex-1"
+              />
+            </label>
+            <div className="flex flex-wrap items-center gap-2">
+              {ALGORITHMS.map((algorithm) => (
+                <label
+                  key={algorithm.value}
+                  className={cn(
+                    "cursor-pointer rounded-full border px-2.5 py-1 font-mono text-[11px] transition",
+                    algorithms.includes(algorithm.value)
+                      ? "border-ctp-mauve/40 bg-ctp-mauve/15 text-ctp-mauve"
+                      : "border-ctp-surface1 text-ctp-subtext0 hover:border-ctp-surface2",
+                  )}
+                >
+                  <input
+                    type="checkbox"
+                    className="hidden"
+                    checked={algorithms.includes(algorithm.value)}
+                    onChange={() => toggleAlgorithm(algorithm.value)}
+                  />
+                  {algorithm.label}
+                </label>
+              ))}
+            </div>
+            <Button
+              onClick={() => {
+                setGroupsEnabled(true);
+                void groupsQuery.refetch();
+              }}
+              disabled={algorithms.length === 0 || groupsQuery.isFetching}
+            >
+              {groupsQuery.isFetching ? "Comparing…" : "Find groups"}
+            </Button>
+          </div>
+
+          <div className="flex flex-wrap items-end gap-2 border-t border-ctp-surface0 pt-3">
+            <label className="flex flex-col gap-1 text-xs text-ctp-subtext0">
+              Find files similar to
+              <input
+                className={cn(inputClass, "w-32 font-mono")}
+                placeholder="J-123"
+                value={similarTarget}
+                onChange={(event) => setSimilarTarget(event.target.value)}
+              />
+            </label>
+            <Button
+              variant="secondary"
+              onClick={() => similarMutation.mutate(similarTarget.trim())}
+              disabled={!similarTarget.trim() || similarMutation.isPending}
+            >
+              {similarMutation.isPending ? "Searching…" : "Search"}
+            </Button>
+            {similarMutation.isError ? (
+              <p className="text-xs text-ctp-red">
+                {errorMessage(similarMutation.error)}
+              </p>
+            ) : null}
+          </div>
+
+          {similarMutation.data ? (
+            similarMutation.data.count === 0 ? (
+              <p className="text-xs text-ctp-overlay0">
+                No matches at {similarMutation.data.threshold}% similarity.
+              </p>
+            ) : (
+              <div className="grid grid-cols-2 gap-3 sm:grid-cols-3 lg:grid-cols-5">
+                {similarMutation.data.matches.map((entry) => (
+                  <MemberCard
+                    key={entry.j_id}
+                    entry={entry}
+                    selected={selected.includes(entry.j_id)}
+                    onToggle={() => toggleSelected(entry.j_id)}
+                  />
+                ))}
+              </div>
+            )
+          ) : null}
+        </div>
+
+        {groupsEnabled ? (
+          groupsQuery.isPending ? (
+            <Spinner className="h-5 w-5" />
+          ) : groups.length === 0 ? (
+            <p className="rounded-lg border border-dashed border-ctp-surface1 px-3 py-6 text-center text-xs text-ctp-overlay0">
+              No groups at {threshold}% similarity.
+            </p>
+          ) : (
+            <div className="flex flex-col gap-4">
+              {groups.map((group) => {
+                const groupKey = group.members
+                  .map((member) => member.j_id)
+                  .sort()
+                  .join("|");
+                return (
+                  <div
+                    key={groupKey}
+                    className="rounded-lg border border-ctp-surface0 bg-ctp-base p-3"
+                  >
+                    <header className="flex items-center justify-between gap-2">
+                      <span className="font-mono text-[11px] text-ctp-overlay0">
+                        {group.size} similar items
+                      </span>
+                      <button
+                        type="button"
+                        onClick={() => setDismissed((current) => [...current, groupKey])}
+                        className="rounded-md px-1.5 py-0.5 font-mono text-[10px] text-ctp-overlay0 transition hover:bg-ctp-surface0 hover:text-ctp-text"
+                      >
+                        dismiss
+                      </button>
+                    </header>
+                    <div className="mt-3 grid grid-cols-2 gap-3 sm:grid-cols-3 lg:grid-cols-5">
+                      {group.members.map((member) => (
+                        <MemberCard
+                          key={member.j_id}
+                          entry={member}
+                          selected={selected.includes(member.j_id)}
+                          onToggle={() => toggleSelected(member.j_id)}
+                        />
+                      ))}
+                    </div>
+                  </div>
+                );
+              })}
+
+              <div className="flex items-center justify-between gap-3">
+                <Button
+                  variant="secondary"
+                  disabled={groupsPage <= 1 || groupsQuery.isFetching}
+                  onClick={() => setGroupsPage((page) => Math.max(1, page - 1))}
+                >
+                  Previous
+                </Button>
+                <span className="font-mono text-xs text-ctp-overlay0">
+                  Page {groupsQuery.data?.page ?? groupsPage} ·{" "}
+                  {groupsQuery.data?.count ?? 0} group(s)
+                </span>
+                <Button
+                  variant="secondary"
+                  disabled={!groupsQuery.data?.has_next || groupsQuery.isFetching}
+                  onClick={() => setGroupsPage((page) => page + 1)}
+                >
+                  Next
+                </Button>
+              </div>
+            </div>
+          )
+        ) : null}
+
+        {selected.length > 0 ? (
+          <div className="sticky bottom-16 z-20 flex items-center justify-between gap-3 rounded-lg border border-ctp-mauve/40 bg-ctp-surface0 px-3 py-2 shadow-[0_4px_12px_rgba(17,17,27,0.6)]">
+            <span className="text-xs text-ctp-subtext1">
+              {selected.length} selected
+            </span>
+            <div className="flex items-center gap-2">
+              <Button
+                variant="ghost"
+                className="px-2 py-1 text-xs"
+                onClick={() => setSelected([])}
+              >
+                Clear
+              </Button>
+              <Button
+                variant="danger"
+                className="px-2 py-1 text-xs"
+                disabled={deleteMutation.isPending}
+                onClick={() => deleteMutation.mutate({ j_ids: selected })}
+              >
+                {deleteMutation.isPending ? "Deleting…" : "Delete selected"}
+              </Button>
+            </div>
+          </div>
+        ) : null}
+      </section>
+    </div>
+  );
+}
diff --git a/frontend/src/features/upload/UploadPage.tsx b/frontend/src/features/upload/UploadPage.tsx
index fd9d664..8f31973 100644
--- a/frontend/src/features/upload/UploadPage.tsx
+++ b/frontend/src/features/upload/UploadPage.tsx
@@ -137,9 +137,11 @@ function TempCard({
             No preview
           </div>
         )}
-        {temp.status === "visual_match" && temp.iqdb_data?.length ? (
+        {temp.status === "visual_match" &&
+        (temp.iqdb_data?.length ?? 0) + (temp.visual_matches?.length ?? 0) > 0 ? (
           <span className="absolute left-2 top-2 rounded-full bg-ctp-peach/90 px-1.5 py-0.5 font-mono text-[10px] font-medium text-ctp-crust">
-            {temp.iqdb_data.length} similar
+            {(temp.iqdb_data?.length ?? 0) + (temp.visual_matches?.length ?? 0)}{" "}
+            similar
           </span>
         ) : null}
       </div>
@@ -282,6 +284,13 @@ function MetadataModal({
     });
   }
 
+  function discardUpload() {
+    void api(`/api/uploads/${temp.temp_id}/`, { method: "DELETE" }).then(() => {
+      void queryClient.invalidateQueries({ queryKey: ["uploads"] });
+      onClose();
+    });
+  }
+
   return (
     <div
       className="fixed inset-0 z-[70] flex items-start justify-center overflow-y-auto bg-ctp-crust/70 px-4 py-10 backdrop-blur-sm"
@@ -364,6 +373,54 @@ function MetadataModal({
 
             {tab === "link" ? (
               <div className="flex flex-col gap-3">
+                {temp.visual_matches && temp.visual_matches.length > 0 ? (
+                  <div>
+                    <p className="text-xs font-medium uppercase tracking-wide text-ctp-overlay1">
+                      Already in your library
+                    </p>
+                    <div className="mt-2 flex flex-col gap-2">
+                      {temp.visual_matches.map((match) => (
+                        <div
+                          key={match.j_id}
+                          className="flex items-center gap-3 rounded-md border border-ctp-surface0 bg-ctp-surface0/40 p-2"
+                        >
+                          <img
+                            src={`/api/files/${match.j_id}/thumbnail/`}
+                            alt={match.j_id}
+                            loading="lazy"
+                            className="h-12 w-12 shrink-0 rounded object-cover"
+                          />
+                          <span className="min-w-0 flex-1">
+                            <Link
+                              to={`/detail/${match.j_id}`}
+                              className="font-mono text-[11px] text-ctp-blue hover:underline"
+                            >
+                              {match.j_id}
+                            </Link>
+                            <span className="block truncate font-mono text-[11px] text-ctp-subtext0" title={match.filename}>
+                              {match.filename}
+                            </span>
+                          </span>
+                          <span className="shrink-0 font-mono text-[11px] text-ctp-peach">
+                            {match.similarity}%
+                          </span>
+                        </div>
+                      ))}
+                    </div>
+                    <p className="mt-2 text-[11px] text-ctp-overlay0">
+                      This upload looks like it is already in the library —
+                      you can discard it below.
+                    </p>
+                    <button
+                      type="button"
+                      onClick={discardUpload}
+                      className="mt-2 rounded-md px-1.5 py-0.5 font-mono text-[10px] text-ctp-red transition hover:bg-ctp-red/15"
+                    >
+                      discard this upload
+                    </button>
+                  </div>
+                ) : null}
+
                 {temp.iqdb_data && temp.iqdb_data.length > 0 ? (
                   <div>
                     <p className="text-xs font-medium uppercase tracking-wide text-ctp-overlay1">
diff --git a/frontend/src/features/users/UsersPage.tsx b/frontend/src/features/users/UsersPage.tsx
new file mode 100644
index 0000000..5a39246
--- /dev/null
+++ b/frontend/src/features/users/UsersPage.tsx
@@ -0,0 +1,180 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+import { useState } from "react";
+
+import { Button, EmptyState, Spinner, inputClass } from "@/components/ui";
+import { api, errorMessage } from "@/lib/api";
+import { cn } from "@/lib/cn";
+import { formatDate } from "@/lib/format";
+import type { AdminUser, Paginated } from "@/lib/types";
+import { useAuth } from "@/store/auth";
+
+const ROLE_OPTIONS = [
+  { value: "user", label: "User" },
+  { value: "uploader", label: "Uploader" },
+  { value: "staff", label: "Staff" },
+];
+
+function UserRow({ profile }: { profile: AdminUser }) {
+  const queryClient = useQueryClient();
+  const [avatarJId, setAvatarJId] = useState(profile.avatar_j_id ?? "");
+  const [message, setMessage] = useState<string | null>(null);
+  const [error, setError] = useState<string | null>(null);
+
+  const mutation = useMutation({
+    mutationFn: (payload: Record<string, string | null>) =>
+      api<AdminUser>(`/api/users/${profile.id}/`, {
+        method: "PATCH",
+        json: payload,
+      }),
+    onSuccess: (updated) => {
+      setMessage("Saved.");
+      setError(null);
+      setAvatarJId(updated.avatar_j_id ?? "");
+      void queryClient.invalidateQueries({ queryKey: ["users"] });
+    },
+    onError: (err) => {
+      setError(errorMessage(err));
+      setMessage(null);
+    },
+  });
+
+  return (
+    <div className="flex flex-col gap-3 rounded-lg border border-ctp-surface0 bg-ctp-base p-3 lg:flex-row lg:items-center">
+      <div className="flex min-w-0 flex-1 items-center gap-3">
+        {profile.avatar_url ? (
+          <img
+            src={profile.avatar_url}
+            alt={profile.username}
+            className="h-10 w-10 shrink-0 rounded-full border border-ctp-surface1 object-cover"
+          />
+        ) : (
+          <span className="flex h-10 w-10 shrink-0 items-center justify-center rounded-full bg-ctp-surface1 font-mono text-sm font-semibold text-ctp-lavender">
+            {profile.username.slice(0, 1).toUpperCase()}
+          </span>
+        )}
+        <div className="min-w-0">
+          <p className="flex flex-wrap items-center gap-2 text-sm text-ctp-subtext1">
+            <span className="font-medium">{profile.username}</span>
+            {profile.is_superuser ? (
+              <span className="rounded-full border border-ctp-red/40 bg-ctp-red/10 px-2 py-0.5 font-mono text-[10px] text-ctp-red">
+                admin
+              </span>
+            ) : null}
+            {profile.is_staff && !profile.is_superuser ? (
+              <span className="rounded-full border border-ctp-surface1 px-2 py-0.5 font-mono text-[10px] text-ctp-overlay0">
+                django staff
+              </span>
+            ) : null}
+          </p>
+          <p className="truncate font-mono text-[11px] text-ctp-overlay0">
+            {profile.email || "no email"} · joined{" "}
+            {formatDate(profile.date_joined)} · {profile.uploads_count} upload
+            {profile.uploads_count === 1 ? "" : "s"}
+          </p>
+        </div>
+      </div>
+
+      <div className="flex flex-wrap items-center gap-2">
+        <select
+          className={cn(inputClass, "w-32")}
+          value={profile.role}
+          onChange={(event) =>
+            mutation.mutate({ role: event.target.value })
+          }
+          disabled={mutation.isPending}
+          title="Role"
+        >
+          {ROLE_OPTIONS.map((option) => (
+            <option key={option.value} value={option.value}>
+              {option.label}
+            </option>
+          ))}
+        </select>
+        <input
+          className={cn(inputClass, "w-28 font-mono")}
+          placeholder="J-ID"
+          value={avatarJId}
+          onChange={(event) => setAvatarJId(event.target.value)}
+          title="Avatar library item"
+        />
+        <Button
+          variant="secondary"
+          disabled={mutation.isPending}
+          onClick={() => mutation.mutate({ avatar_j_id: avatarJId.trim() })}
+        >
+          Save avatar
+        </Button>
+      </div>
+
+      {message ? (
+        <p className="text-xs text-ctp-green lg:w-20">{message}</p>
+      ) : null}
+      {error ? (
+        <p className="text-xs text-ctp-red lg:w-40">{error}</p>
+      ) : null}
+    </div>
+  );
+}
+
+export default function UsersPage() {
+  const user = useAuth((state) => state.user);
+  const [search, setSearch] = useState("");
+
+  const isStaff = Boolean(
+    user &&
+      (user.is_staff || user.is_superuser || user.role === "staff"),
+  );
+
+  const query = useQuery({
+    queryKey: ["users", search],
+    queryFn: () =>
+      api<Paginated<AdminUser>>(
+        `/api/users/${search ? `?search=${encodeURIComponent(search)}` : ""}`,
+      ),
+    enabled: isStaff,
+  });
+
+  if (!isStaff) {
+    return (
+      <EmptyState
+        title="Staff only"
+        description="This page is limited to staff accounts."
+      />
+    );
+  }
+
+  return (
+    <div className="mx-auto flex w-full max-w-5xl flex-col gap-4">
+      <header className="flex flex-wrap items-end justify-between gap-3">
+        <div>
+          <h1 className="text-lg font-semibold">Users</h1>
+          <p className="mt-1 text-sm text-ctp-overlay0">
+            Manage roles and set profile pictures from library J-IDs.
+          </p>
+        </div>
+        <input
+          className={cn(inputClass, "w-56")}
+          placeholder="Search username…"
+          value={search}
+          onChange={(event) => setSearch(event.target.value)}
+        />
+      </header>
+
+      {query.isPending ? (
+        <div className="flex justify-center py-16">
+          <Spinner className="h-6 w-6" />
+        </div>
+      ) : query.isError || !query.data ? (
+        <EmptyState title="Could not load users" />
+      ) : query.data.results.length === 0 ? (
+        <EmptyState title="No users found" />
+      ) : (
+        <div className="flex flex-col gap-3">
+          {query.data.results.map((profile) => (
+            <UserRow key={profile.id} profile={profile} />
+          ))}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/frontend/src/lib/types.ts b/frontend/src/lib/types.ts
index 417c686..1234f56 100644
--- a/frontend/src/lib/types.ts
+++ b/frontend/src/lib/types.ts
@@ -7,10 +7,70 @@ export interface User {
   date_joined: string;
   role: "user" | "uploader" | "staff";
   can_upload: boolean;
+  avatar_j_id: string | null;
+  avatar_url: string | null;
   e621_username: string;
   e621_configured: boolean;
 }
 
+export interface AdminUser {
+  id: number;
+  username: string;
+  email: string;
+  role: "user" | "uploader" | "staff";
+  is_staff: boolean;
+  is_superuser: boolean;
+  date_joined: string;
+  avatar_j_id: string | null;
+  avatar_url: string | null;
+  uploads_count: number;
+}
+
+export interface DuplicateEntry {
+  j_id: string;
+  md5: string;
+  filename: string;
+  size: number;
+  rating: string;
+  location_count: number;
+  uploaded_by: string | null;
+  e621_post_id: number | null;
+  locations?: { id: number; rel_path: string }[];
+  similarity?: number;
+}
+
+export interface VisualGroupsResponse {
+  count: number;
+  page: number;
+  per_page: number;
+  has_next: boolean;
+  threshold: number;
+  algorithms: string[];
+  groups: { size: number; members: DuplicateEntry[] }[];
+}
+
+export interface VisualMatchesResponse {
+  target: DuplicateEntry;
+  threshold: number;
+  algorithms: string[];
+  count: number;
+  matches: DuplicateEntry[];
+}
+
+export interface StorageInfo {
+  watched_folder: {
+    path: string;
+    total: number;
+    used: number;
+    free: number;
+    library_size: number;
+    percent_used: number;
+  };
+  media: { path: string; size: number };
+  temp: { path: string; size: number; files: number };
+  library_items: number;
+}
+
 export interface MediaLocation {
   id: number;
   path: string;
@@ -148,6 +208,9 @@ export interface TempUpload {
   custom_tags: string[];
   custom_notes: string;
   iqdb_data: E621IqdbCandidate[] | null;
+  visual_matches:
+    | { j_id: string; filename: string; similarity: number }[]
+    | null;
   library_j_id: string | null;
   file_url: string | null;
   preview_url: string | null;