test(inspector): cover every plain-first-stage outcome on both resolvers (#381)

The frontend coverage gate found local-resolver-stages.mjs branches at 92.44%
(< 93). Each way an earlier stage stops being a plain first stage (no latent,
literal, missing or cyclic latent, a sampler-shaped node, a detailer) is now a
resolver test and an anchor-first-stage-* parity vector.

.github/branch-protection.json

@@ -2,18 +2,15 @@
   "required_status_checks": {
     "strict": true,
     "contexts": [
-      "py3.10 on ubuntu-latest",
-      "py3.11 on ubuntu-latest",
       "py3.12 on ubuntu-latest",
       "py3.13 on ubuntu-latest",
-      "py3.10 on windows-latest",
-      "py3.11 on windows-latest",
+      "py3.14 on ubuntu-latest",
       "py3.12 on windows-latest",
       "py3.13 on windows-latest",
-      "py3.10 on macos-latest",
-      "py3.11 on macos-latest",
+      "py3.14 on windows-latest",
       "py3.12 on macos-latest",
       "py3.13 on macos-latest",
+      "py3.14 on macos-latest",
       "coverage gate (85%)",
       "black and flake8",
       "frontend modules",

.github/workflows/code-quality.yml

@@ -26,10 +26,10 @@ jobs:
     steps:
       - uses: actions/checkout@v7
 
-      - name: Set up Python 3.10
+      - name: Set up Python 3.12
         uses: actions/setup-python@v7
         with:
-          python-version: "3.10"
+          python-version: "3.12"
 
       - name: Install bandit
         run: pip install bandit[toml]

.github/workflows/test.yml

@@ -26,6 +26,7 @@ env:
 # Measured 2026-10-26 on runs 40257217681 (3be0ada), 40240706568 (fb9134f), 40228167328 (f9835aa):
 #   py matrix, slowest py3.10 on windows-latest: 12m43s / 15m54s / 14m53s -> 27 min
 #     (ubuntu 5m27s-6m27s, macos 6m14s-8m30s, windows 11m42s-15m54s)
+#     3.10 and 3.11 left the matrix and 3.14 joined it in #356; re-measure after three green main runs.
 #   real ComfyUI compatibility: 13m32s / 8m55s / 11m46s -> 24 min
 #   coverage gate (85%): 7m26s / 7m22s / 7m54s -> 15 min
 #   perf budget 30s / 29s / 27s, black and flake8 39s / 37s / 39s,
@@ -39,7 +40,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ["3.12", "3.13", "3.14"]
 
     steps:
       - uses: actions/checkout@v7

README.md

@@ -1,7 +1,7 @@
 # ComfyUI Prompt Manager
 
 ![License](https://img.shields.io/badge/license-MIT-blue.svg)
-![Python](https://img.shields.io/badge/python-3.10%2B-blue.svg)
+![Python](https://img.shields.io/badge/python-3.12%2B-blue.svg)
 ![ComfyUI](https://img.shields.io/badge/ComfyUI-compatible-green.svg)
 ![Tests](https://github.com/ComfyAssets/ComfyUI_PromptManager/workflows/Tests/badge.svg)
 ![Code Quality](https://github.com/ComfyAssets/ComfyUI_PromptManager/workflows/Code%20Quality/badge.svg)
@@ -483,11 +483,15 @@ If you use [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manag
 
 Click **Import LoRA Data** in the settings panel to start the import. A progress popup shows real-time status as each LoRA is processed:
 
-- Scans all LoRA directories (including `extra_model_paths.yaml` paths) for metadata
-- Downloads example images from CivitAI as 512px thumbnails
+- Reads LoRA Manager's own settings the way LoRA Manager does: from the folder in `LORA_MANAGER_SETTINGS_DIR`, from the plugin's `settings.json` in portable mode, or from your user config folder, and only the keys that say where its files are
+- Finds each LoRA's metadata in both storage modes: beside the model (the default) or in the central sidecar folder, and imports only LoRAs whose model file still exists in a LoRA folder (the review says how many metadata files it skipped)
+- Links LoRA Manager's preview (including `.preview.webp` and video previews) and every downloaded example image and video where they are, without copying them
+- Downloads example images from CivitAI as 512px thumbnails only for LoRAs that have no local image
 - Creates a prompt entry for each LoRA with trigger words, example prompts, and preview images
 - All imported LoRAs are tagged with `lora-manager` category for easy filtering
 
+The System › Integrations review names the settings it read (source, storage mode and LoRA Manager library) and counts metadata files, LoRAs and LoRAs with local images. If LoRA Manager's settings cannot be used, it says why and nothing is changed.
+
 ![LoRA Results](images/pm-lora-filtered.png)
 
 After import, filter by the `lora-manager` category to browse your LoRA collection.
@@ -929,7 +933,7 @@ node --test tests/js/*.test.js                 # frontend pure modules
 python -m coverage run -m tests.run_suite && python -m coverage combine && python -m coverage report
 ```
 
-CI runs the suite on Linux, Windows and macOS for Python 3.10 to 3.13 with an 85% coverage gate. `python -m unittest discover -s tests` still works; see `TESTING.md` ("Time limits and hangs") for the watchdog. Tests that delete a database file first check that nothing in the process still holds it open (`tests/open_handles.py`), so a connection leak fails on Linux the way it would on Windows.
+CI runs the suite on Linux, Windows and macOS for Python 3.12 to 3.14 with an 85% coverage gate. `python -m unittest discover -s tests` still works; see `TESTING.md` ("Time limits and hangs") for the watchdog. Tests that delete a database file first check that nothing in the process still holds it open (`tests/open_handles.py`), so a connection leak fails on Linux the way it would on Windows.
 
 ### Code Style
 

TESTING.md

@@ -86,6 +86,18 @@ timer that "usually" covers a frame is a race on a loaded runner. Library
 virtualization specs settle with `libraryObservation.settled()` (two consecutive
 frames with no Library frame queued). To look for such races, repeat a spec under
 load (`--workers 8 --repeat-each 10`, and in the image with `--cpus=1` or `2`).
+CPU limits do not reproduce disk-bound timeouts (backup, restore). For those,
+throttle writes in the image: with rootful Docker on a host with cgroup v2, add
+`--device-write-iops /dev/<disk>:20` to the `docker run`, where `<disk>` is the
+whole disk (not a partition) holding Docker's data root, because the test server
+keeps its database in the container's `/tmp`. On a plain partition,
+`lsblk -no pkname "$(df --output=source "$(docker info -f '{{.DockerRootDir}}')" | tail -1)"`
+prints it; on LVM or LUKS, `lsblk -s` walks down to the disk. A spec that waits
+on a timer then fails at its 5 s expect. A spec that waits on the response can
+still fail at the 30 s test timeout when several workers share the throttled
+disk; that means the disk is too slow for the test budget, not that the spec is
+wrong.
+
 On unsupported Linux
 distributions, browser system dependencies may need manual installation. For a
 quick browser run, use `test:workflows -- --project chromium`.
@@ -263,6 +275,77 @@ Start fixing as soon as a failed log shows the cause, but push the fix only afte
 the run for that commit has finished: pull-request runs use `cancel-in-progress`,
 so a push cancels the running jobs and can hide a second failure.
 
+## Background threads at exit
+
+PromptManager's own background threads stop through one package teardown,
+`_stop_background_work()` in `__init__.py` (#301, #302). It runs once and
+works against one 10 s deadline. Each step gets the smaller of its own bound
+and the time left. The steps, in order:
+
+1. Refuse new previews (`refuse_auto_thumbnails()`), then detach the
+   monitor's callbacks (Needs review recorder, preview queue, Images listing
+   listener).
+2. `ImageMonitor.stop_monitoring` works against one 5 s deadline. Closing the
+   image handler joins the image worker; watchdog's `observer.stop()` (not
+   bounded here) and the observer join get what is left, which can be 0 s.
+3. `close_auto_thumbnails(final=True)` stops the preview worker (30 s) and
+   kills ffmpeg.
+4. `PromptTracker.shutdown` stops the prompt cleanup thread (2 s).
+
+A failing step, or a second Ctrl+C, is logged with its traceback and does not
+skip the later steps. A clean run logs one INFO line to PromptManager's log:
+`Background work stopped in 0.4 s: monitor=ok thumbnails=ok tracker=ok`. If
+any part is still running, one WARNING goes to the console:
+`Background work not stopped in time (10.0 s): monitor`. A Ctrl+C that lands
+between two steps (each step catches its own) is re-raised after the result is
+stored, with the parts not reached False, and the `atexit` callback is
+removed: the later steps are skipped, no summary line is logged, and a later
+call returns that result and runs nothing.
+
+ComfyUI never runs aiohttp's `on_cleanup` hooks, because it never calls
+`runner.cleanup()`. So `atexit` is the live host's path. It runs on Ctrl+C
+(`main.py` catches `KeyboardInterrupt` and returns) and on a normal exit.
+The teardown is registered after the execution history hook, so at exit
+(newest first) it runs before the history writer's 2 s dispose.
+It also runs from `on_cleanup` on hosts that do run it (our test servers) and
+from the tests' package unload (`cleanup_package`), and it removes its own
+`atexit` callback. Nothing runs when the process is killed: SIGTERM, a
+ComfyUI-Manager restart through `os.execv`, a closed Windows console, or
+ComfyUI Desktop stopping its server. SQLite's WAL journal covers those.
+
+Stop contract: `PromptTracker.shutdown(timeout)`,
+`ImageGenerationHandler.shutdown(timeout)` (restartable),
+`ImageGenerationHandler.close(timeout)` (final: `schedule()` refuses and a
+sealed run's re-check is dropped) and `ImageMonitor.stop_monitoring(timeout)`
+each signal their thread and join it within the bound. They return True only
+when it ended, and log a warning naming the part when it did not. Called on
+their own thread, they only signal.
+
+Test rules:
+
+- Every test that constructs a real `PromptTracker`, `ImageGenerationHandler`
+  or `ImageMonitor` ends with its final stop and an assertion
+  (`tests/background_stops.py`: `close_handler`, `stop_monitor`,
+  `stop_tracker`). The stop comes before the folder and databases are removed.
+  `tearDown` runs before `addCleanup` callbacks, so a class whose `tearDown`
+  removes files stops the thread there.
+- A test waits for a state through an `Event` set by the code under test, or
+  by a wrapper around it, with a 30 s ceiling. It never sleeps or polls for
+  that state.
+- A test that asserts "still running" first waits for an `entered` event
+  inside the held call, then stops with `timeout=0.05`.
+- A test that asserts a history writer's `dispose()`/`close()` is True right
+  after queuing work drains first (`drain_writer`), or holds the write itself
+  (#370).
+- Patch the module attribute of the code under test (for example
+  `utils.prompt_tracker.time`, or the package's `_clock`), or patch with
+  `wraps=`. Never replace a `time` or `atexit` function for the whole
+  process.
+- `tests/test_package_exit.py` runs a child process that imports the
+  package, leaves the image worker alive and returns. Its `atexit` reporter
+  checks the teardown's result. This is the interpreter path ComfyUI takes
+  after Ctrl+C, on all three OS.
+
 ## Performance budgets
 
 A spec performance budget gets two tests:
@@ -294,6 +377,122 @@ change the budget in the spec with a reason) in a follow-up PR. Never rerun it t
 green. It is not a required check, and it cannot be one while it skips pull
 requests (`.github/branch-protection.json`).
 
+## Images listing cache (#348)
+
+`/prompt_manager/images/output`, `/prompt_manager/gallery/subfolders` and
+`POST /prompt_manager/gallery/rescan` read one shared listing per output root
+(`RootListing` in `py/api/gallery_listing.py`, `_listing` in
+`py/api/images.py`). The tests are `tests/test_gallery_listing.py` (pure
+helpers) and `TestSharedListing` in `tests/test_api_images.py` (routes); they
+hold a walk open with a gated scan instead of sleeping.
+
+- **Single flight.** At most one walk per root runs at a time; every reader
+  that needs that root while it runs waits for it (shielded, so a client that
+  disconnects never cancels it). The walk, the comparison with the previous
+  listing and both folder sets run in the executor (`walk_root`). A walk that
+  finds the same `(path, mtime)` list keeps the previous list object, so the
+  favorites lookup and the sort orders are not rebuilt.
+- **30 s background refresh.** A listing older than `REFRESH_AFTER` (30 s) is
+  served at once and one background walk replaces it. Files added or removed
+  by hand therefore show up one open later than before; Rescan shows them at
+  once.
+- **Blocking invalidation after deletes.** Duplicate cleanup and the legacy
+  duplicate delete still call `invalidate_gallery_cache()`: the listing is
+  dropped and the next read waits for a walk, so a deleted file is never
+  listed. A walk running during the drop is discarded (the record's
+  `generation` outlives every drop); a cold reader gives up with a 500 after 3
+  discarded walks in a row. Thumbnail writes (jobs, conversion, the legacy
+  generate and clear routes) no longer drop the listing: thumbnail URLs are
+  computed per request.
+- **Startup warm-up.** The root `__init__.py` registers
+  `api.warm_gallery_listings` on the host's `on_startup`, which starts one
+  background walk per root, and `api.cleanup_gallery_listings` on
+  `on_cleanup`, which cancels running walks. A warm-up failure never stops
+  startup; the first read retries.
+- **Failures and Rescan.** `walk_root` opens the root with `os.scandir` first,
+  so a deleted or unreadable root fails the walk instead of listing nothing.
+  A failed walk keeps the previous listing, logs one warning per streak of
+  failures and is retried at most once per `REFRESH_AFTER`; a reader with no
+  listing gets a 500. Rescan waits for a walk that started after the click
+  (by walk number, not by clock), Rescans clicked during one walk share the
+  next, and a failed walk is a 500 even when a previous listing exists.
+- **New outputs (added without a walk, PR 2).** The image monitor reports
+  every settled output it accepts (by default `.png .jpg .jpeg .webp .gif`;
+  videos only when their extension is in `monitoring.extensions`), linked or
+  not, with its `realpath`, through `set_output_listener`. On its worker
+  thread the API's `notify_output_settled` only does
+  `loop.call_soon_threadsafe(output_settled, path)`, and does nothing before
+  the loop is known or after `cleanup_gallery_listings`. `output_settled`
+  matches the path against each walk's `resolved_root` (`normcase(realpath)`,
+  computed in the executor; `root_contains` ends the match at a separator
+  and ignores a Windows `\\?\` or `\\?\UNC\` prefix on either side).
+- **The add.** A root with a stored listing and no walk running gets the
+  file added without a walk. `relative_part` slices the path below the
+  root in its own case (Windows compares folded, slices the original);
+  `_run_adds` places the pending files of one root in one executor batch
+  (`_patch_listing`): `_settled_entry` applies the walk's filters
+  (not a symlink or folder by `lstat`, `_name_suffix` in `MEDIA_EXTENSIONS`,
+  no `thumbnails` folder, at most `MAX_SCAN_DEPTH` folders, every folder on
+  the way listable by `os.access`, which on Windows ignores ACLs: a folder
+  whose ACL denies listing is added there and corrected by the next walk). Where names fold case the stored
+  spelling must match first, as the filters compare it: Windows through
+  `nt._getfinalpathname` (its `realpath` keeps the given case when it cannot
+  open the file), macOS through `F_GETPATH` on a non-blocking open (a FIFO
+  never holds the executor); a case-insensitive mount on Linux is not
+  checked and is corrected by the next walk. `insert_entry` builds a new list with
+  the `(Path, mtime)` entry where the walk's newest-first sort puts it,
+  replacing the same path's entry. `add_folder` copies both folder sets. The
+  batch is stored only when no walk started and no drop happened while it
+  ran (a walk started after the report lists the file itself); `walked_at`
+  is untouched, so the 30 s refresh still walks and corrects any drift, and
+  `walk_root` keeps the patched list object when that walk finds the same.
+  Tests compare every added listing with a real walk (`_walked`).
+- **When it walks instead.** The root is marked dirty (`mark_root_dirty`,
+  `_mark_dirty`) when the add cannot be exact: a walk is running (it may have
+  passed the folder: the trailing walk), the path cannot be sliced, the
+  `lstat` or the spelling read fails, the stored spelling differs, another
+  file has the same mtime (a walk orders those by its
+  visit order), the listing is at `MAX_GALLERY_FILES`, or the batch raised.
+  A file the walk's filters exclude is neither added nor walked. A root
+  without a listing, or a dropped one, is walked by its next read. A dirty
+  root gets one background walk, no sooner than `rewalk_interval` =
+  `min(15, max(5, 5 × last walk's duration))` seconds after the previous walk
+  started. `_schedule_walk` never arms a timer while a walk runs (the walk's
+  end re-checks `dirty`: the trailing walk), arms at most one per root and
+  never sooner than 0.5 s, and keeps the earlier deadline when the stale
+  refresh and a dirty root both want one; every walk start (read, Rescan,
+  warm-up or timer) cancels it and forgets the pending adds. A failed walk
+  clears `dirty`; a cancelled walk starts no trailing walk. When the output
+  roots change (`reset_gallery_roots_cache`) every record is `retired`: its
+  timer is cancelled and no add, mark, timer or trailing walk touches it
+  until a reader or the warm-up asks for that root again (the monitor keeps
+  watching a removed root until restart). Tests patch
+  `REWALK_FLOOR`/`REWALK_CAP` and run the pending timer's callback by hand
+  (`_fire`) instead of waiting for it, and hold an add batch in the executor
+  (`_hold_adds`) to race it with a walk, a drop or the cleanup.
+- **Workspace caches after an add.** A patched listing shares every
+  unchanged entry object with the one before it, so `listing_delta` finds
+  the change by identity (a walk builds new tuples and is rebuilt in full,
+  as is any change of more than `MAX_DELTA` entries). The per-file values
+  build only the added files (`_workspace_listed_step`), the newest order
+  places them by bisection (`_newest_step`, only when the per-file cache
+  still holds exactly the values this call built: a page read and the warm
+  build run in executor threads at once, and an order labelled with older
+  values than it holds would add a file twice), the favorites lookup is copied
+  and extended (`_favorite_listing_step`, rebuilt when a key collides), and
+  the other orders, wanted paths and locators rebuild lazily. On a synthetic
+  20,000-file listing a one-file add costs about 3 ms in the executor and
+  15 ms for the warm build, against about 155 ms + 80 ms for a walk and a
+  full build (`test_a_warm_build_after_an_add_builds_only_the_added_values`
+  counts the values built and the sort keys read).
+- **Measuring it.** `tools/vendor/perf/images_load_probe.mjs` is a maintainer
+  tool, never run in CI. After `npm ci --prefix tools/vendor` and
+  `npx --prefix tools/vendor playwright install chromium`, run
+  `node tools/vendor/perf/images_load_probe.mjs http://127.0.0.1:8188` against
+  a running ComfyUI. It prints the time to the first decoded thumbnail, the
+  time to network idle and the 10 slowest requests, from a fresh browser
+  context each run.
+
 ## Windows portability preflight
 
 Before changing paths, SQLite, streams, restore or cleanup:
@@ -546,11 +745,55 @@ with a literal true `strip_newlines` is `replace("\n", "").strip()`;
 (`N` = `inputcount`) after the literal delimiter unless missing or exactly `""`, and
 ignores later inputs. A linked setting is `unsupported-node`; a list output
 (`return_list` true or linked) and `PromptSearchList` are `runtime-value` ("Text is
-decided at run time"), never one list item. Unverified text nodes (LoRAfromText,
-RegexReplace, XYZPrompt, ImpactWildcardProcessor) stay `unsupported-node`. Every
+decided at run time"), never one list item. Every
 intermediate text is length-checked and charged to the scanned-character budget. If
 the table cannot be loaded, graph inspection is `unresolved` ("Inspection node
 semantics are unavailable") and ingestion is unaffected, because it never imports the table.
+Unknown nodes pass through (#381, maintainer-approved 2026-10-27; no per-node
+inventory): an output whose class the table, its `facts`, `lineage` and the code's
+adapters never name is read through, not refused. A `text` input is its text (the
+legacy encoder rule, so RegexReplace or LoRAfromText show their input text), except
+that a string output of a node with a seed input (`seed`, `noise_seed`,
+`sampling_mode.seed`) and no linked `conditioning`/`positive`/`negative` input is
+generated at run time (a language model such as TextGenerate, a wildcard):
+`runtime-value` naming it. Else, at output slot 0 or 1 of a node with a `positive` or
+`negative` input, only `positive` (slot 1, `negative`) is followed, nothing when it
+is not linked; else a linked `conditioning` alone; else every linked input except
+the table's `pass_through.skip_inputs` (core type inputs: model, clip, vae, image,
+latent, ...), each traced with kind `any`. A followed input with no text adds
+nothing; limits and selector choices propagate; another failure (`runtime-value`,
+`composite`, `malformed`) blocks, unless a PromptManager node was reached: this
+repository's own nodes are authoritative, and then only their texts count. One
+distinct text resolves; several make the sampler `ambiguous` "Several prompts reach
+the sampler" with one candidate per distinct outcome, in input order (at most 32,
+else `work-limit`). A PromptManagerPair's execution record is what ran: while its
+inputs are checked against it, a walk through an unknown node that fails, diverges
+or passes text through is unverifiable and never overrides the record. No text
+at all is `unsupported-node` naming the outermost unknown node. An unlisted output
+of a listed class (a sampler, a loader, a lineage node) stays `unsupported-node`, so
+the walk never reads another stage's prompt. `INSPECTION_RESOLVER_VERSION` is 2 for
+this rule; ingestion keeps the default profile (`RESOLVER_VERSION` 1). The legacy
+parity gate (`tests/test_legacy_parity_gate.py`) records, per corpus (the
+generation-params vectors, the inspection parity fixtures, the local resolver golden
+and selection cases, the unknown-node shapes in `tests/unknown_node_graphs.py`),
+every graph whose inspection positive equals the legacy parser's; a graph may join
+that list (`python3 -m tests.test_legacy_parity_gate --write`), never leave it. A graph
+may read differently from legacy only when `LEGACY_WRONG` there states why (legacy's
+first-sampler pick on a branch the file name identifies).
+Saver anchoring (#381): an inspected file's name (`path.name` on the server, the chosen
+file's name locally) anchors an unanchored inspection on the one node whose
+`filename_prefix` (literal, or traced as a string) has a last path part that makes the
+file's stem `<prefix>_<digits>` with an optional trailing `_`. That node's linked inputs
+are walked like a detailer's image ancestry, through any image node, and the listed
+samplers found are the candidates. No match, several matches, a walk that fails or no
+sampler found means no anchor: nothing is guessed and the file stays "several possible
+prompts". Ingestion ignores file names. Shared-conditioning stages: in a sampler's
+latent walk, an earlier sampler reading the very same conditioning links (positive and
+negative, or a guider; compared by node ID text and slot) is the same prompt, not an
+unattributed stage, when it is a plain first stage: not a detailer, no prompt override
+set, and no listed sampler in its own latent ancestry (else it stays unattributed) (`tests/test_resolver_saver_anchor.py`, shapes in
+`tests/saver_anchor_graphs.py` from the maintainer's `gpu_unlock_bench`, dataset and
+ANIMA runs; browser parity through the `anchor-*` cases, which carry `__file_name`).
 
 `tools/inspection_corpus.py --root DIR --out JSONL [--workers N] [--baseline JSONL]
 [--summary TXT] [--code TREE]` measures a media folder read-only against the #240
@@ -1376,8 +1619,8 @@ targets of the longest legal path (1024 code points, even escaped as `\uXXXX`) f
   Its fields show the server's defaults (`GET /prompt_manager/autotag/models`, the
   D91 Suggestions count included) once that read lands; Start waits for it. A model
   the status lists as not downloaded keeps Start `aria-disabled` and
-  `#tag-generation-status` says "<model> is not downloaded. Download it from the
-  legacy Auto-tag page." (the server's own sentence), so no job starts only to fail.
+  `#tag-generation-status` says "<model> is not downloaded. Download it in System ›
+  Auto-tagging." (the server's own sentence), so no job starts only to fail.
   Start validates the fields as Generate does (native validity; nothing is sent).
   The concept comparison (`images-concept.spec.mjs`) uses the concept page itself as
   the oracle, with Add to collection and Remove links… removed and a copy of its Add
@@ -2459,7 +2702,7 @@ the connection's `total_changes` is 0 at close and the data reads back unchanged
 `-shm` bytes are not compared: every WAL reader rewrites its read marks there, so no
 reader can keep it byte-identical (`test_health_check_never_writes`).
 
-Recorded deviations (plan D60–D75, D79–D82 renumbered D92–D107 and D111–D114; D121–D131 assigned):
+Recorded deviations (plan D60–D75, D79–D82 renumbered D92–D107 and D111–D114; D121–D134 assigned):
 
 - **D92** (shell): no "Sample configuration" chip. The Save status is truthful: "No
   unsaved changes.", "Unsaved changes.", "Saved in this browser." / "Saved to the server
@@ -2493,7 +2736,8 @@ Recorded deviations (plan D60–D75, D79–D82 renumbered D92–D107 and D111–
   output folder is used." when that is the case.
 - **D94** (all sections): a section not delivered yet shows the hand-off panel "Your
   current tools are ready" with a link to each legacy tool that still owns it (the
-  plan's legacy coverage table); retired section by section, gone after S12.
+  plan's legacy coverage table); retired section by section, gone after S12. Since S11
+  (#328) only Diagnostics & logs hands off (`SECTION_HANDOFFS`, to the admin page).
 - **D95** (health report): the concept's `health-check` dialog titled "Health report",
   with no sample note. It lists every check in the server's order: Integrity check,
   Foreign keys & pair references, Canonical hashes, Pair uniqueness (added), Missing
@@ -2869,6 +3113,59 @@ Recorded deviations (plan D60–D75, D79–D82 renumbered D92–D107 and D111–
   dialog on that scope. Pinned by the thumbnail dialog comparison (mapped) and its
   mutation check (system-concept.spec) and `the thumbnail row counts outdated previews`
   (workspace-system.spec).
+- **D132** (Auto-tagging, S11, #328, OQ1/OQ5/OQ6/OQ10): "Tagging model" (`#tag-model`)
+  lists the four real engines in the concept's order, each `<label> · <size_label>` from
+  `GET /prompt_manager/autotag/models` ("WD14 SwinV2 · ~400 MB", "WD14 ViT · ~400 MB",
+  "GGUF JoyCaption · ~4.5 GB", "HuggingFace JoyCaption · ~16 GB"; GGUF takes the
+  concept's "Ollama" slot, as D61 does). Its description is the chosen engine's live
+  status instead of the concept's design note: "Loading model status…" (the select is
+  disabled until the read answers), "Model status could not be read.", "Not downloaded.
+  Download size <size>.", "Downloaded. Not loaded.", "Downloaded and loaded." or "Partly
+  downloaded. Download again to finish." (GGUF with one of its two files). The concept's
+  two simulated job buttons are "Download" ("Download again" for an engine on disk),
+  which starts the `model_download` Activity job and opens it, and "Unload", a direct
+  `POST /autotag/unload` with a toast ("<label> unloaded.") and a fresh status read,
+  enabled only while a model is loaded; a busy model's refusal reads "The tagging model
+  is busy: <operation>. Try again when it finishes.". "Preview tagging review" opens the
+  Tag image dialog for the image selected in Images with the section's current model and
+  values; it is `aria-disabled` without a selection (the D115 sentence "Select an image
+  in Images first.") or with an invalid value (the toast names the setting); a saved
+  engine the section does not know reads "The saved tagging model is not one of these
+  engines. Choose one and save preferences.". A part-downloaded GGUF offers "Download
+  again"; an Unload that found nothing loaded only reads the status again. At phone width
+  the concept's 120px select cap cuts every engine label, so `#tag-model` alone keeps its
+  natural width there and its row wraps the select under the text (`workspace.css`
+  `/* D132 */`); Existing tags stays as the concept draws it, cut at 390 as there. The
+  comparison maps `selectsFit` only for the engine select and measures each row's
+  `flexWrap` and whether its control sits under the text. Pinned by `auto-tagging matches
+  the concept` (both themes and sizes), `auto-tagging at 390 wraps only the engine row`,
+  `auto-tagging engine select fits at 320 wide` and the mutation check (it includes a
+  wrapped row) (system-tagging-concept.spec), and the model, Download, Unload and Preview
+  tests of workspace-system-tagging.spec.
+- **D133** (Auto-tagging, S11): a "Suggestions per image" row (`#tag-suggestions`,
+  number 1–100, host key `autotag_suggestion_limit`) follows the two confidence rows:
+  the persisted count the Tag image dialog's Suggestions field (D91) starts from. Pinned
+  by the comparison's mapping (it inserts the row) and `defaults save through Save
+  preferences and the Tag image dialog uses them`.
+- **D134** (Auto-tagging, S11, OQ2/OQ3/OQ7/OQ8): an `.operation` "Tag output images"
+  with "Review" follows `.row-actions`: the legacy prompt-tag batch. Review is
+  `aria-disabled` (the press explains) while the chosen engine is not downloaded or a
+  value it uses is invalid; otherwise it posts `/autotag/batch/preview` with the drafted
+  engine and policy (read-only) and opens "Review tag output images" in the concept's
+  record-changing review (its `maintenancePlan` shell): `h3` "Tag output images", the
+  `dl.meta-grid` Model, Existing tags, Images linked, Prompts, Already tagged, Prompts
+  to tag ("up to N"), Settings ("General <g> · Character <c>" or "Template of N
+  characters") and Backup, the upper-bound sentence in the `p.small`, the D55 backup box
+  and Cancel / "Start tagging", which starts the cancellable `autotag` job and opens it.
+  Replace after review, a model not on disk, a short disk, no linked image and nothing to
+  tag each show the rows with only Cancel and the reason ("Replacing tags needs a review
+  of each image. Use Preview tagging review, or choose Skip or Merge for a batch run.",
+  "Every prompt with an output image is already tagged.", "Not enough free disk space:
+  the safety backup needs about X MB and Y MB is free. Nothing is written until there is
+  room.") in the close-only review Integrations shares (`openCloseOnlyReview`). Pinned by
+  `tag output images review matches the concept`, its mutation check and `the
+  Cancel-only review matches the concept review shell` (system-tagging-concept.spec) and
+  the batch tests of workspace-system-tagging.spec.
 - **D124** (inspector): with "Load metadata on selection" off, the Images panel and
   the viewer's details show "Metadata loads when you ask for it." and a "Load metadata"
   button instead of reading the file. The concept has no such state, so no concept
@@ -3243,7 +3540,9 @@ workflow (README changelog).
 ### LoRA reference import contract (#221, #249 System S10)
 
 The LoRA import is staged (`py/lora_import.py`): discover the LoraManager
-`*.metadata.json` files and fingerprint them (path, size, modification time); stage each
+`*.metadata.json` files and fingerprint every scanned one, kept or skipped (path, size,
+modification time and whether it was kept, #362; a skipped sidecar added, removed or edited
+after the review refuses Start with `plan-changed`, `test_start_refused_when_a_skipped_sidecar_changed`); stage each
 record (CivitAI example images go into the image cache first, best effort, counted in
 `downloaded` / `download_errors`; each image is written to a temp file beside its cache
 entry and moved in place, so a half-written image is never seen as cached); the files are
@@ -3294,20 +3593,158 @@ refused while a restore runs; the review is a request lease ("LoRA import review
 accepts the optional `expected_revision`. LoraManager detection also searches every
 `custom_nodes` folder ComfyUI registers through `folder_paths` (#144), main folder first.
 
+**Where LoraManager keeps its files (#355).** `py/lora_manager_layout.py` repeats
+LoraManager's rules without importing it (`tests/test_lora_manager_layout.py`). The
+settings file is `<LORA_MANAGER_SETTINGS_DIR>/settings.json`, else the plugin's own
+`settings.json` when portable mode is on (`LORA_MANAGER_PORTABLE` `1`/`0` decides, other
+values are ignored; otherwise the JSON value `use_portable_settings: true`), else
+`platformdirs.user_config_dir("ComfyUI-LoRA-Manager")`. It is read as UTF-8, at most 5 MB,
+and only seven keys are kept (`SETTINGS_KEYS`); a missing file means LoraManager's
+defaults. Discovery: in `alongside` mode every LoRA root is searched and a sidecar is kept
+when `<base>.safetensors` exists beside it; in `centralized` mode only the sidecar root is
+searched and a sidecar is kept when its `file_path` exists inside a LoRA root (unparseable
+ones are skipped by name). `lora_files` counts the metadata files seen, `with_metadata`
+the kept, readable LoRAs and `skipped` the rest. Media per LoRA, without repeats: the
+preview (`preview_url`, else LoraManager's `PREVIEW_EXTENSIONS` order), then every file in
+`<example-images root>[/<library>]/<sha256>/` in natural order; a leading video yields to the
+first still. A file counts only with a servable extension and inside the guarded media
+roots. Only an absolute `preview_url` is used; a relative one is skipped with a DEBUG line
+naming the sidecar. A sidecar that is not valid UTF-8 JSON is skipped like any unreadable
+one (#362). CivitAI downloads run only for a LoRA without local media; a record's
+images are linked in reverse order, so its first image (the cover) is the newest link and
+the card image. The folder guard keeps a folder from the settings, and each of ComfyUI's
+default LoRA folders (`models/loras`, `extra_model_paths.yaml`, `folder_paths`), only when
+it exists and is neither a filesystem root (`/`, `C:\`, a UNC share root) nor the home
+folder or a folder that contains it (realpath + `normcase`); a refused default folder that
+exists is listed in the layout's `refused_defaults` and logged as one warning each time the
+refused set changes (`RefusedDefaultsTests`). An unusable layout (no install, unreadable /
+non-JSON / non-object / oversized settings, no `platformdirs`, a missing or refused
+centralized sidecar root, "the sidecar folder is a filesystem root, the home folder or a
+folder that contains it") gives a review without a token ("LoraManager settings: not
+usable: <reason>. Nothing was changed."), a legacy scan error with that reason, the default
+LoRA roots for serving (no example-images root), and trigger words from the default roots
+in alongside mode. A folder discovery cannot list answers the review with 500, code
+`folder-unreadable` ("A LoRA folder could not be listed (...). Nothing was changed.").
+`TriggerWordCache.load` never raises: an `OSError` is a warning, anything else is logged
+with its traceback (#362), both keep the previous map, and a running node retries a failed
+load only after 60 s (`TRIGGER_RETRY_SECONDS`). `tests/run_suite.py` and `tests/browser/server.py` point
+`LORA_MANAGER_SETTINGS_DIR` at a disposable folder, so no test reads the developer's real
+LoraManager settings; tests that call `load_layout` inject their own folder too.
+
+**Linked-only gate and the layout cache (#362).** While the integration is on, the LoRA
+allow-list (`ImagesMixin._lora_image_dirs`) is the layout's `media_roots` plus the CivitAI
+download cache, and `_media_roots(outputs)` appends it after the output folders for Library
+previews, the Library prompt detail, the per-prompt images page, `serve_output_image` for a
+root past the outputs, `inspect_image` and `reveal_image`. Under such a root only a file the
+database records as a linked image is served, inspected or revealed (`_linked_only_error`,
+by its given and its real path); anything else answers 403. Library responses mark that
+media `linked_only`: no preview file, no favorite, no Tag button. The allow-list's layout
+comes from `py/lora_layout_cache.py` (`tests/test_lora_layout_cache.py`, which injects the
+clocks, `stat` and `ntpath` and never sleeps): one entry keyed by the stripped configured
+path, reused while the plugin settings file's and the settings file's `(st_mtime_ns,
+st_size)` (or "missing") are unchanged, the install and every media root still resolve to
+themselves (a folder swapped for a symlink reloads and the guard runs again), and the entry
+is under `MAX_AGE_SECONDS` (30 s, monotonic clock) old. A load is stored only when no
+watched file was modified within `RACY_SECONDS` (3 s) of the load (git's racy rule: a write
+during the load, LoraManager's in-place write, FAT/HFS+ coarse times), every watched file
+could be checked (any `stat` error but not-found, and an offline Windows share, is "cannot
+validate"), the settings were readable, and no `clear()` ran meanwhile (generation
+counter). Hits take no lock; concurrent misses each load. A finished import (System job or
+legacy scan, both through `replace_lora_imports`) clears it. The integration-off check runs
+before it, and the configured-path rule (a configured path that is not an install under
+`custom_nodes` adds no folders) on its result; a hit also needs the same home folder, which
+the guard compares against. `serve_image` builds the allow-list in the
+executor. The cache writes one INFO line, "LoraManager layout changed: <source> settings,
+<mode> storage, <n> media folders", when a stored layout differs from the last one logged.
+The review, Start, the legacy scan and the trigger cache read the layout fresh. Image route
+tests clear the per-process cache in `ImageRouteCoverageCase.setUp`; `write_settings` in
+`TestLoraManagerMediaServing` back-dates its file 10 s so the first load is stored.
+
 `tests/browser/workspace_integrations_fixture.py` (`/__test__/integrations/*`) makes a fake
 LoraManager install and LoRA folder under the server's temp root, holds or fails the
 import, saves a blocking pair and answers CivitAI downloads with a stub opener, so no
 test reaches the network.
 
 ```sh
-python3 -m unittest tests.test_lora_import tests.test_api_lora tests.test_lora_database \
-  tests.test_lora_utils -v
+python3 -m unittest tests.test_lora_layout_cache tests.test_lora_manager_layout \
+  tests.test_lora_import tests.test_api_lora tests.test_lora_database tests.test_lora_utils \
+  tests.test_api_images -v
 node --test tests/js/workspace-system-integrations.test.js tests/js/prompt-bridge-adapter.test.js
 npm run --prefix tools/vendor test:workflows -- workspace-system-integrations.spec.mjs \
   system-integrations-concept.spec.mjs \
   --project chromium --project touch --project firefox --project webkit
 ```
 
+### Auto-tagging contract (#328, #249 System S11)
+
+System › Auto-tagging (`web/js/workspace/system-tagging.mjs`, D132–D134) edits one
+server-side tagging configuration, `autotag.defaults` in config.json: `model_type`
+(`wd14-swinv2`, `wd14-vit`, `gguf`, `hf`), `existing` (`skip`, `merge`,
+`replace_after_review`), `general_threshold` and `character_threshold` (0–1 in
+steps of 0.05, #369),
+`template` (non-blank, at most 4,000 characters and 16 KiB) and `suggestion_limit`
+(1–100). They are host drafts (`autotag_model_type`, `autotag_existing`,
+`autotag_general_threshold`, `autotag_character_threshold`, `autotag_template`,
+`autotag_suggestion_limit`) saved by the one Save row through `POST
+/prompt_manager/settings` with `expected_revision`; a bad value is refused with a 400
+naming the setting by its row label ("General-tag confidence must be between 0 and
+1."), nothing is written, the Save row shows that sentence (`invalid-setting`, set by
+`settingRefusal` in system.mjs only for a save that carried `autotag_*` keys; every
+other section's plain 400 keeps the generic status) and the control is highlighted.
+The template's limit counts code points, as Python's `len` does. A hand-edited bad value
+falls back to its default on load, one key at a time. Every page shows the thresholds in
+steps of 0.05 (the System rows, the Tag image dialogs, the legacy sliders), so a saved
+threshold off that grid is refused ("General-tag confidence must be a multiple of
+0.05.", `validate_saved_threshold`; `draftProblem` holds back Preview tagging review and
+the batch Review with the same sentence) and falls back on load; an accepted one is
+stored exactly on the grid (#369). A per-request threshold keeps its own check: `/image-annotations/suggest` and
+`/jobs/autotag` take 0–1; the legacy `/autotag/single` and `/autotag/start` only require a number. `GET /autotag/models` reports the
+saved values (`wd14_general_threshold`, `wd14_character_threshold`, `suggestion_limit`,
+`default_prompt`, `model_type`, `existing`), so the Tag image and Auto-tag selected
+dialogs start from them; a preset (the bulk review, Preview tagging review) wins.
+
+`GET /prompt_manager/autotag/models` reads the disk in the executor, never loads or
+downloads a model and carries no absolute path: per engine `name`, `label`,
+`size_label`, `description`, `size`, `downloaded`, `loaded` (GGUF also `model_exists`,
+`mmproj_exists`), plus `model_loaded` and `loaded_model_type`. Opening the section
+makes exactly one such read per mount (`entering the section makes no model call
+besides status`).
+
+One model gate (`py/model_gate.py`) covers download, unload, both batches, the legacy
+single-image tag, Generate suggestions and Auto-tag selected. A refusal is `409
+model-busy` with `operation`, the holder's label: the download job's title, "Tag output
+images", "Tag output images (legacy page)", "Tagging one image (legacy page)",
+"Unloading the tagging model", "Auto-tag selected images", "Generate suggestions", else
+"Another tagging operation". `ApiError.operation` keeps it (only on `model-busy`).
+
+- **Download**: `POST /prompt_manager/jobs/model-download {model_type}` starts the
+  `model_download` job (202), title "Tagging model download · <label>", admission
+  `read`, not cancellable, indeterminate (Activity's generic held view: no Cancel, a
+  `<progress>` without a value), holding the gate until it ends. A second download is
+  `409 busy`; the legacy SSE route attaches to the same job and keeps its frames.
+- **Unload**: `POST /prompt_manager/autotag/unload` answers `{success, message}` or
+  `409 model-busy`.
+- **Tag output images**: `POST /prompt_manager/autotag/batch/preview {model_type,
+  existing}` writes nothing and opens no file; it answers `images`, `prompts`,
+  `already_tagged`, `to_tag` (an upper bound), `model {type, label, size_label,
+  downloaded}`, `existing`, `review_required`, `backup {policy}` and `disk`. `POST
+  /prompt_manager/jobs/autotag {model_type, existing, options}` (WD14: both thresholds;
+  GGUF/HF: `instructions`, the template) starts the cancellable `autotag` job (202),
+  title "Tag output images", admission `records`, a safety backup by the policy first.
+  Refusals: `400 review-required` (Replace after review never runs as a batch), `409
+  model-unavailable` ("<label> is not downloaded. Download it in System ›
+  Auto-tagging."), `507 insufficient-space`, `409 busy`, `409 model-busy`. The section
+  toasts `model-busy` with its operation, the other three with the server's sentence,
+  `busy` with the running job (D57), anything else "<what> could not start. Try again.".
+  Outcomes: Tagged / Unchanged / Skipped / Errors (the `image-tags` descriptor, D111).
+
+No browser test downloads or runs a model: the injected `TestModel` answers, its
+`download_model` raises unless `/__test__/tagging/download {mode: hold | succeed |
+fail}` installs a fake that waits on a fixture event, and every tagging reset releases
+it. Every workspace-system-tagging test asserts no `/autotag/download/` request.
+Changing the routes or `py/config.py` needs a ComfyUI restart; the section itself is
+HTML, CSS and JS only.
+
 ### Browser cache ownership (#222)
 
 The legacy gallery's Clear cache used to delete every localStorage key starting `pm_` or

__init__.py

@@ -22,22 +22,21 @@ Features:
 - Comprehensive logging and diagnostics
 """
 
-import re
+import atexit
+import threading
+import time
 from pathlib import Path
 
 
 def get_version():
-    """Parse version from pyproject.toml"""
+    """Parse version from pyproject.toml (``utils/version.py``)."""
+    from .utils.version import project_version
+
     try:
-        pyproject_path = Path(__file__).parent / "pyproject.toml"
-        if pyproject_path.exists():
-            content = pyproject_path.read_text()
-            match = re.search(r'version\s*=\s*["\']([^"\']+)["\']', content)
-            if match:
-                return match.group(1)
+        root = Path(__file__).parent
     except Exception:
-        pass
-    return "unknown"
+        return "unknown"
+    return project_version(root)
 
 
 from .prompt_manager import (  # noqa: E402
@@ -72,6 +71,12 @@ NODE_DISPLAY_NAME_MAPPINGS = {
 # are served by our own routes instead (see py/api).
 WEB_DIRECTORY = "web/comfy"
 
+# Parts the package teardown stops (``_stop_background_work``). Each stays None
+# when its start-up block below fails, and the teardown skips it.
+api = None
+_global_prompt_tracker = None
+_global_image_monitor = None
+
 # Add API routes (same pattern as ComfyUI_Assets)
 try:
     # Set extension URI
@@ -89,8 +94,6 @@ try:
     api.add_routes(routes)
     # Temp files of preview writes a crash interrupted (#317), off the
     # import path: the walk may cover a large thumbnails folder.
-    import threading
-
     threading.Thread(
         target=api.sweep_thumbnail_temps,
         name="PromptManagerPreviewTempSweep",
@@ -100,6 +103,11 @@ try:
     if host_app is not None and hasattr(host_app, "on_cleanup"):
         host_app.on_cleanup.append(api.cleanup_history_reads)
         host_app.on_cleanup.append(api.cleanup_annotation_captures)
+        host_app.on_cleanup.append(api.cleanup_gallery_listings)
+    if host_app is not None and hasattr(host_app, "on_startup"):
+        # Build each output root's Images listing once the server's loop runs,
+        # so the first open does not wait for the walk (#348).
+        host_app.on_startup.append(api.warm_gallery_listings)
     if host_app is not None and hasattr(host_app, "on_shutdown"):
         # Open Needs review change streams end before the server waits on them.
         host_app.on_shutdown.append(api.close_review_events)
@@ -136,25 +144,16 @@ try:
 
     # The Needs review pass for ambiguous new outputs runs through the API's
     # capture store (the one the scan and the Tag dialog use): a linked output
-    # is never queued and its pending items leave the queue. It stops before
-    # that store is closed at shutdown.
-    _review_api = globals().get("api")
-    if _review_api is not None:
-        _global_image_monitor.set_review_recorder(_review_api.record_review_file)
+    # is never queued and its pending items leave the queue. The package
+    # teardown detaches it before that store is closed at shutdown.
+    if api is not None:
+        _global_image_monitor.set_review_recorder(api.record_review_file)
         # Every settled output's preview is queued for the API's background
         # worker (#249): the workspace never asks to generate thumbnails.
-        _global_image_monitor.set_thumbnail_queue(_review_api.queue_capture_thumbnail)
-        _review_host = getattr(config.server_instance, "app", None)
-        if _review_host is not None and hasattr(_review_host, "on_cleanup"):
-
-            async def _stop_review_recording(
-                app, monitor=_global_image_monitor, api=_review_api
-            ):
-                monitor.set_review_recorder(None)
-                monitor.set_thumbnail_queue(None)
-                api.close_auto_thumbnails(final=True)
-
-            _review_host.on_cleanup.insert(0, _stop_review_recording)
+        _global_image_monitor.set_thumbnail_queue(api.queue_capture_thumbnail)
+        # Every settled output walks its Images listing again (#348): the
+        # API hops from the monitor's thread onto the server's loop.
+        _global_image_monitor.set_output_listener(api.notify_output_settled)
 
     # Start monitoring
     _global_image_monitor.start_monitoring()
@@ -224,6 +223,155 @@ except Exception:
             "Failed to register execution history"
         )
 
+
+# ── Package teardown (#301, #302) ────────────────────────────────────────────
+# ComfyUI never runs aiohttp's cleanup hooks (it never calls
+# ``runner.cleanup()``), so ``atexit`` is the live host's path: Ctrl+C, and a
+# normal exit. It is registered after the history hook, so at exit (newest
+# first) it runs before the history dispose. Hosts that do run ``on_cleanup``
+# (our test servers) run it there, and the tests' package unload calls it.
+
+TEARDOWN_SECONDS = 10.0
+_clock = time.monotonic
+_background_work_lock = threading.Lock()
+_background_work_result = None
+
+
+def _teardown_step(name, stop, logger):
+    """Run one teardown step; a failure (even Ctrl+C) is logged and is False."""
+    try:
+        return bool(stop())
+    except (Exception, KeyboardInterrupt):
+        logger.error(f"Background work: stopping {name} failed", exc_info=True)
+        return False
+
+
+def _teardown_logger():
+    """PromptManager's init logger; the standard one if that cannot load."""
+    try:
+        from .utils.logging_config import get_logger
+
+        return get_logger("prompt_manager.init")
+    except Exception:
+        import logging
+
+        return logging.getLogger("prompt_manager.init")
+
+
+def _stop_background_work():
+    """Stop the image monitor, the preview worker and the prompt cleanup
+    thread against one TEARDOWN_SECONDS deadline, once.
+
+    Returns ``{"monitor", "thumbnails", "tracker"}`` booleans (True: it
+    stopped), leaving out parts that never started. Later calls return a
+    copy of the first result. A Ctrl+C inside a step is logged and the
+    step is False; one between steps is re-raised after the result (parts
+    not reached are False) is stored and the ``atexit`` entry removed.
+    """
+    global _background_work_result
+    with _background_work_lock:
+        if _background_work_result is not None:
+            return dict(_background_work_result)
+        monitor, thumbnails, tracker = (
+            _global_image_monitor,
+            api,
+            _global_prompt_tracker,
+        )
+        # A part whose global is set has started; False until its step says
+        # otherwise, so an interrupt between steps leaves an honest result.
+        started = (
+            ("monitor", monitor),
+            ("thumbnails", thumbnails),
+            ("tracker", tracker),
+        )
+        result = {name: False for name, part in started if part is not None}
+        try:
+            logger = _teardown_logger()
+            began = _clock()
+            deadline = began + TEARDOWN_SECONDS
+
+            def left(own_bound):
+                return max(0.0, min(own_bound, deadline - _clock()))
+
+            if monitor is not None:
+
+                def stop_monitor():
+                    from .utils.image_monitor import OBSERVER_JOIN_SECONDS
+
+                    # Callbacks first: an image in hand queues no preview into a
+                    # closing preview worker. The worker may have read the queue
+                    # callback already, so the API refuses new previews too (at
+                    # exit, Python 3.12+ refuses to start their worker thread).
+                    if thumbnails is not None:
+                        thumbnails.refuse_auto_thumbnails()
+                    monitor.set_review_recorder(None)
+                    monitor.set_thumbnail_queue(None)
+                    monitor.set_output_listener(None)
+                    return monitor.stop_monitoring(left(OBSERVER_JOIN_SECONDS))
+
+                result["monitor"] = _teardown_step(
+                    "the image monitor", stop_monitor, logger
+                )
+            if thumbnails is not None:
+
+                def close_previews():
+                    from .py.api.thumbnail_auto import CLOSE_WAIT_SECONDS
+
+                    return thumbnails.close_auto_thumbnails(
+                        final=True, timeout=left(CLOSE_WAIT_SECONDS)
+                    )
+
+                result["thumbnails"] = _teardown_step(
+                    "the preview worker", close_previews, logger
+                )
+            if tracker is not None:
+
+                def stop_tracker():
+                    from .utils.prompt_tracker import TRACKER_JOIN_SECONDS
+
+                    return tracker.shutdown(left(TRACKER_JOIN_SECONDS))
+
+                result["tracker"] = _teardown_step(
+                    "the prompt cleanup thread", stop_tracker, logger
+                )
+            elapsed = _clock() - began
+            failed = [name for name, ok in result.items() if not ok]
+            if failed:
+                logger.warning(
+                    f"Background work not stopped in time ({elapsed:.1f} s): "
+                    + ", ".join(failed)
+                )
+            else:
+                parts = " ".join(f"{name}=ok" for name in result)
+                logger.info(f"Background work stopped in {elapsed:.1f} s: {parts}")
+        finally:
+            _background_work_result = result
+            atexit.unregister(_stop_background_work)
+        return dict(result)
+
+
+async def _stop_background_work_on_cleanup(app):
+    """aiohttp ``on_cleanup``: no request is served then, so it runs inline."""
+    _stop_background_work()
+
+
+try:
+    atexit.register(_stop_background_work)
+    from .py.config import server_instance as _teardown_server
+
+    _teardown_host = getattr(_teardown_server, "app", None)
+    if _teardown_host is not None and hasattr(_teardown_host, "on_cleanup"):
+        _teardown_host.on_cleanup.insert(0, _stop_background_work_on_cleanup)
+except Exception as e:
+    try:
+        from .utils.logging_config import get_logger
+
+        get_logger("prompt_manager.init").error(
+            f"Failed to register the background work teardown: {e}"
+        )
+    except Exception:
+        pass
+
 __all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"]
 
 # Print startup message with loaded tools

database/category_import.py

@@ -192,7 +192,10 @@ class CategoryImportOperations:
                 outcome = "imported"
             created[prompt_hash] = prompt_id
         result[_COUNTERS[outcome]] += 1
-        for image in record.get("images") or []:
+        # Linked last to first: every workspace list shows a prompt's media
+        # newest link first, so the record's first image (the LoRA cover,
+        # #355) is the one a Library card shows.
+        for image in reversed(record.get("images") or []):
             if self._insert_image_link(conn, prompt_id, image):
                 result["images"] += 1
         result["rows"].append({"name": name, "outcome": outcome})

database/operations.py

@@ -1808,6 +1808,37 @@ class PromptDatabase(
             reader = DocumentReader(conn)
             return [self._image_row_to_dict(row, reader) for row in cursor]
 
+    def autotag_batch_candidates(self) -> List[Dict[str, Any]]:
+        """The images a Tag output images batch looks at (#328).
+
+        ``{id, image_path, prompt_id, prompt_tags}`` for every image with a
+        stored path that is linked to a prompt, newest first (the
+        ``get_all_images`` order, ties newest row first). Never reads
+        ``workflow_data`` or the other documents: a batch needs none of them.
+        """
+        sql = (
+            "SELECT gi.id, gi.image_path, gi.prompt_id, "
+            "(SELECT GROUP_CONCAT(t.name, '|||') FROM prompt_tags pt "
+            "JOIN tags t ON pt.tag_id = t.id WHERE pt.prompt_id = gi.prompt_id) "
+            "AS prompt_tags "
+            "FROM generated_images gi "
+            "INNER JOIN prompts p ON gi.prompt_id = p.id "
+            "WHERE gi.image_path IS NOT NULL AND gi.image_path != '' "
+            "ORDER BY gi.generation_time DESC, gi.id DESC"
+        )
+        with self.model.get_connection() as conn:
+            return [
+                {
+                    "id": row["id"],
+                    "image_path": row["image_path"],
+                    "prompt_id": row["prompt_id"],
+                    "prompt_tags": (
+                        row["prompt_tags"].split("|||") if row["prompt_tags"] else []
+                    ),
+                }
+                for row in conn.execute(sql)
+            ]
+
     def get_all_images(
         self,
         limit: int = 0,

prompt_manager_base.py

@@ -268,8 +268,10 @@ class PromptManagerBase:
 
         cache = get_trigger_cache()
 
-        # Lazy-load cache on first use
-        if not cache.is_loaded and IntegrationConfig.LORA_MANAGER_PATH:
+        # Lazy-load cache on first use; a failed load waits before the next try
+        # (#355: never a rescan of LoraManager's folders on every run).
+        retry_due = getattr(cache, "retry_due", lambda: True)
+        if not cache.is_loaded and IntegrationConfig.LORA_MANAGER_PATH and retry_due():
             cache.load(IntegrationConfig.LORA_MANAGER_PATH)
 
         modified, injected = inject_trigger_words(text, cache)

py/api/__init__.py

@@ -5,6 +5,8 @@ Split into domain-specific mixins for maintainability:
 - ImageRoutesMixin: gallery, thumbnails, image serving and linking
 - AdminRoutesMixin: duplicates, stats, settings, diagnostics, maintenance, backup, scan
 - LoggingRoutesMixin: log management endpoints
+- LogCleanupMixin: the reviewed rotated-log cleanup (a maintenance plan)
+- DiagnosticsReportMixin: the shareable diagnostic report, without secrets or paths
 - AutotagRoutesMixin: auto-tagging model management and tagging
 - JobRoutesMixin: the session job registry behind Activity (py/api/jobs.py)
 - ImageTagJobsMixin: bulk Add tags / Auto-tag as image-tags jobs
@@ -31,6 +33,7 @@ import math
 import ntpath
 import os
 import re
+import threading
 from pathlib import Path
 
 from aiohttp import web
@@ -47,6 +50,7 @@ from .review_events import ReviewEventsMixin
 from .saved_views import SavedViewRoutesMixin
 from .history import HistoryRoutesMixin
 from .images import ImageRoutesMixin
+from .gallery_listing import WALK_STOPPED, RootListing, WalkOutcome
 from .admin import AdminRoutesMixin
 from .settings_routes import SettingsRoutesMixin
 from .job_routes import JobRoutesMixin
@@ -63,6 +67,8 @@ from .duplicate_files import DuplicateFilesMixin
 from .maintenance_plans import PlanStore
 from .jobs import JobRegistry
 from .logging_routes import LoggingRoutesMixin
+from .log_cleanup import LogCleanupMixin
+from .diagnostics_report import DiagnosticsReportMixin
 from .autotag_routes import AutotagRoutesMixin
 from .lora_integration import LoraIntegrationMixin
 from .lora_import_routes import LoraImportRoutesMixin
@@ -87,6 +93,18 @@ def _get_project_root():
     return os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
 
+# How long an executor thread waits for the loop to drop the listings.
+_OFF_LOOP_DROP_WAIT = 30
+
+
+def _running_loop():
+    """The event loop running in this thread, or None."""
+    try:
+        return asyncio.get_running_loop()
+    except RuntimeError:
+        return None
+
+
 def _public_path(path) -> str:
     """Render a server path for an API response without revealing the layout.
 
@@ -309,6 +327,8 @@ class PromptManagerAPI(
     WorkflowStorageRoutesMixin,
     DuplicateFilesMixin,
     LoggingRoutesMixin,
+    LogCleanupMixin,
+    DiagnosticsReportMixin,
     AutotagRoutesMixin,
     LoraIntegrationMixin,
     LoraImportRoutesMixin,
@@ -344,8 +364,20 @@ class PromptManagerAPI(
         self._captures_closed = False
         self._cached_output_dir = None  # Lazy-cached by _find_comfyui_output_dir()
         self._html_cache = {}  # Cached HTML file contents keyed by path
-        self._gallery_cache = {}  # dict: path_str -> (files, timestamp)
-        self._gallery_cache_ttl = 30  # Cache TTL in seconds
+        # One shared listing per output root, keyed by str(root), and the
+        # background walks refreshing them (py/api/gallery_listing.py, #348).
+        self._root_listings: dict[str, RootListing] = {}
+        self._listing_tasks: set = set()
+        # The loop the walks run on, set by the startup warm-up or the first
+        # walk; the monitor's thread hops onto it (notify_output_settled).
+        self._listing_loop = None
+        # Set by cleanup_gallery_listings: no background walk starts after it.
+        self._listings_closed = False
+        # The workspace caches rebuilt behind a stored walk that changed the
+        # listing, once the host's startup warm-up has run (#348).
+        self._workspace_warm_enabled = False
+        self._workspace_warm_task = None
+        self._workspace_warm_again = False
         # Workspace listing values and sort orders derived from a cached scan
         # (py/api/images.py _workspace_listed/_workspace_orders).
         self._workspace_listed_cache = {}
@@ -465,23 +497,122 @@ class PromptManagerAPI(
             return await loop.run_in_executor(None, call)
         return await loop.run_in_executor(None, func, *args)
 
-    def invalidate_gallery_cache(self):
-        """Invalidate the cached gallery file listing.
+    def _root_listing(self, root) -> RootListing:
+        """The shared listing record of one output root (created empty)."""
+        return self._root_listings.setdefault(str(root), RootListing())
 
-        Called by the image monitor when new files are detected. The workspace
-        keeps its per-file values and card facts, so the next request rebuilds
-        only new or changed files (see ImageRoutesMixin._workspace_listed and
-        _card_facts); its sort orders
-        are dropped, as the rescan replaces them anyway, and so is the
-        favorites lookup, which holds the old scan list.
+    def invalidate_gallery_cache(self, retire=False):
+        """Drop every root's listing, so the next read waits for a new walk.
+
+        Called after files are deleted through the app (duplicate cleanup and
+        the legacy duplicate delete), never for thumbnail writes. A walk
+        running now is not stored (its generation moved on). The workspace
+        keeps its per-file values and card facts, so the next request
+        rebuilds only new or changed files (see ImageRoutesMixin.
+        _workspace_listed and _card_facts); its sort orders are dropped, as
+        the walk replaces them anyway, and so is the favorites lookup, which
+        holds the old list.
+
+        ``retire`` (the roots changed): no background walk of a root starts
+        again until a reader or the warm-up asks for it.
         """
-        self._gallery_cache = {}
+        loop = self._listing_loop
+        if loop is not None and loop.is_running() and _running_loop() is not loop:
+            # Called from an executor thread (a settings save, a test seed):
+            # listing records are touched only on the loop, and the caller
+            # expects the drop done when this returns.
+            dropped = threading.Event()
+
+            def drop():
+                try:
+                    self._drop_listings(retire)
+                finally:
+                    dropped.set()
+
+            loop.call_soon_threadsafe(drop)
+            if not dropped.wait(_OFF_LOOP_DROP_WAIT):
+                self.logger.warning("The Images listing drop is still queued")
+            return
+        self._drop_listings(retire)
+
+    def _drop_listings(self, retire=False):
+        for record in list(self._root_listings.values()):
+            record.drop()
+            if retire:
+                # The roots changed: a removed root must not come back through
+                # a pending timer, a trailing walk or a monitor mark.
+                record.retired = True
+                record.dirty = False
+                handle, record.rewalk_handle = record.rewalk_handle, None
+                if handle is not None:
+                    handle.cancel()
         self._workspace_order_cache = {}
         self._favorite_listing_cache = {}
 
+    async def warm_gallery_listings(self, app=None):
+        """Start one background walk per output root (aiohttp on_startup).
+
+        Registered by the root ``__init__.py``, so the first Images open after
+        ComfyUI starts finds the listing built. It never fails startup: a
+        root that cannot be walked is retried by the first read.
+        """
+        # Each stored walk that changes a listing then rebuilds the workspace's
+        # per-file values, orders and favorites behind it (_warm_workspace).
+        self._workspace_warm_enabled = True
+        self._listing_loop = asyncio.get_running_loop()
+        self._listings_closed = False
+        try:
+            for root in self._get_all_output_dirs():
+                self._root_listing(root).retired = False
+                self._schedule_walk(root)
+        except Exception as e:
+            self.logger.warning(f"Could not warm the Images listing: {e}")
+
+    def notify_output_settled(self, path):
+        """The image monitor settled an output at *path* (any thread).
+
+        Called on the monitor's worker thread with the resolved path. It only
+        hands the path to the event loop (``output_settled``) and never
+        touches a listing from this thread; before the loop is known, or once
+        the listings are cleaned up, it does nothing.
+        """
+        loop = self._listing_loop
+        if loop is None or self._listings_closed or not loop.is_running():
+            return
+        try:
+            loop.call_soon_threadsafe(self.output_settled, path)
+        except RuntimeError:
+            pass  # the loop closed meanwhile (shutdown)
+
+    async def cleanup_gallery_listings(self, app=None):
+        """Stop the background listing walks (aiohttp on_cleanup)."""
+        self._workspace_warm_enabled = False
+        # No mark, deferred walk or trailing walk starts a walk from now on.
+        self._listings_closed = True
+        # Before any await, so no delayed refresh can start a walk meanwhile.
+        for record in self._root_listings.values():
+            handle, record.rewalk_handle = record.rewalk_handle, None
+            if handle is not None:
+                handle.cancel()
+        warm, self._workspace_warm_task = self._workspace_warm_task, None
+        if warm is not None:
+            warm.cancel()
+            await asyncio.gather(warm, return_exceptions=True)
+        tasks = list(self._listing_tasks)
+        for task in tasks:
+            task.cancel()
+        if tasks:
+            await asyncio.gather(*tasks, return_exceptions=True)
+        self._listing_tasks.clear()
+        # A walk cancelled before its first step never ran its own cleanup.
+        for record in self._root_listings.values():
+            flight, record.flight = record.flight, None
+            if flight is not None and not flight.done():
+                flight.set_result(WalkOutcome.failed(RuntimeError(WALK_STOPPED)))
+
     def reset_gallery_roots_cache(self):
         """Drop every cached listing and derived workspace value (roots changed)."""
-        self.invalidate_gallery_cache()
+        self.invalidate_gallery_cache(retire=True)
         self._workspace_listed_cache = {}
         self._workspace_card_cache = {}
 
@@ -553,6 +684,7 @@ class PromptManagerAPI(
         self._register_settings_routes(routes)
         self._register_job_routes(routes)
         self._register_system_routes(routes)
+        self._register_diagnostics_report_routes(routes)
         self._register_library_location_routes(routes)
         self._register_maintenance_routes(routes)
         self._register_backup_restore_routes(routes)
@@ -625,7 +757,12 @@ class PromptManagerAPI(
     # ── Shared utilities used by multiple mixins ──────────────────────
 
     def _enrich_images(self, images):
-        """Add url and thumbnail_url to a flat list of image dicts."""
+        """Add url and thumbnail_url to a flat list of image dicts.
+
+        Each dict without ``is_video`` also gets ``is_video`` and
+        ``media_type`` from its extension (#355: a linked LoraManager video
+        outside the output folders is shown as a video, not a picture).
+        """
         from urllib.parse import quote as url_quote
 
         output_dirs = self._get_all_output_dirs()
@@ -635,6 +772,11 @@ class PromptManagerAPI(
             if not image_path_str:
                 continue
 
+            if "is_video" not in image:
+                video = is_video_path(image_path_str)
+                image["is_video"] = video
+                image["media_type"] = "video" if video else "image"
+
             img_path = Path(image_path_str)
 
             # Set fallback url via image ID

py/api/admin.py

@@ -489,9 +489,29 @@ def _diagnose_dependencies():
     }
 
 
-def _diagnose_output_dirs(configured_dirs):
+def legacy_checks(db_path, public_path=None):
+    """The four checks of ``GET /diagnostics`` (blocking).
+
+    Shared with the diagnostic report (``py/api/diagnostics_report.py``),
+    which passes its own ``public_path`` so a folder outside ComfyUI is never
+    named.
+    """
+    from ..config import GalleryConfig
+
+    return {
+        "database": _diagnose_database(db_path),
+        "dependencies": _diagnose_dependencies(),
+        "comfyui_output": _diagnose_output_dirs(
+            GalleryConfig.MONITORING_DIRECTORIES, public_path
+        ),
+        "image_monitor": _diagnose_image_monitor(public_path),
+    }
+
+
+def _diagnose_output_dirs(configured_dirs, public_path=None):
     """Configured gallery roots, ComfyUI's output dir, or relative fallbacks."""
     _public_path, _ = _public_helpers()
+    _public_path = public_path or _public_path
     candidates = list(configured_dirs)
     try:
         import folder_paths
@@ -525,9 +545,10 @@ def _diagnose_output_dirs(configured_dirs):
     }
 
 
-def _diagnose_image_monitor():
+def _diagnose_image_monitor(public_path=None):
     """Status of the running image monitor, with public directory names."""
     _public_path, _public_error = _public_helpers()
+    _public_path = public_path or _public_path
     try:
         monitor = _current_image_monitor()
         if monitor is None:
@@ -1055,16 +1076,7 @@ class AdminRoutesMixin:
     async def run_diagnostics(self, request):
         """Run comprehensive system diagnostics and health checks."""
         try:
-            from ..config import GalleryConfig
-
-            results = {
-                "database": _diagnose_database(self.db.model.db_path),
-                "dependencies": _diagnose_dependencies(),
-                "comfyui_output": _diagnose_output_dirs(
-                    GalleryConfig.MONITORING_DIRECTORIES
-                ),
-                "image_monitor": _diagnose_image_monitor(),
-            }
+            results = legacy_checks(self.db.model.db_path)
             return web.json_response({"success": True, "diagnostics": results})
 
         except Exception as e:

py/api/annotation_suggest.py

@@ -10,12 +10,15 @@ filesystem or the database.
 
 import math
 
-WD14_MODELS = frozenset({"wd14-swinv2", "wd14-vit"})
-LLM_MODELS = frozenset({"gguf", "hf"})
-MODEL_TYPES = WD14_MODELS | LLM_MODELS
-
-MAX_INSTRUCTION_CHARS = 4000
-MAX_INSTRUCTION_BYTES = 16 * 1024
+from ..tagging_defaults import (  # noqa: F401 - re-exported for the route
+    LLM_MODEL_TYPES as LLM_MODELS,
+    MAX_INSTRUCTION_BYTES,
+    MAX_INSTRUCTION_CHARS,
+    MODEL_TYPES,
+    WD14_MODEL_TYPES as WD14_MODELS,
+    validate_template,
+    validate_threshold,
+)
 
 SUGGEST_FIELDS = frozenset(
     {"target", "capture_token", "expected_epoch", "model_type", "options"}
@@ -24,7 +27,7 @@ _COMMON = frozenset({"suggestion_limit", "use_gpu"})
 _WD14_REQUIRED = frozenset({"general_threshold", "character_threshold"})
 _LLM_REQUIRED = frozenset({"instructions"})
 
-UNAVAILABLE_HINT = "Download it from the legacy Auto-tag page."
+UNAVAILABLE_HINT = "Download it in System › Auto-tagging."
 
 
 class OptionError(ValueError):
@@ -32,27 +35,17 @@ class OptionError(ValueError):
 
 
 def _threshold(name: str, value) -> float:
-    if type(value) not in (int, float) or not math.isfinite(value):
-        raise OptionError(f"{name} must be a finite number")
-    if not 0 <= value <= 1:
-        raise OptionError(f"{name} must be between 0 and 1")
-    return float(value)
+    try:
+        return validate_threshold(name, value)
+    except ValueError as error:
+        raise OptionError(str(error)) from None
 
 
 def _instructions(value) -> str:
-    if not isinstance(value, str) or not value.strip():
-        raise OptionError("instructions must be non-empty text")
-    if len(value) > MAX_INSTRUCTION_CHARS:
-        raise OptionError(
-            f"instructions must be at most {MAX_INSTRUCTION_CHARS} characters"
-        )
     try:
-        encoded = value.encode("utf-8")
-    except UnicodeEncodeError:
-        raise OptionError("instructions must be valid Unicode text") from None
-    if len(encoded) > MAX_INSTRUCTION_BYTES:
-        raise OptionError("instructions are too long")
-    return value
+        return validate_template(value)
+    except ValueError as error:
+        raise OptionError(str(error)) from None
 
 
 def validate_options(model_type, options, *, default_limit: int, max_limit: int):

py/api/autotag_routes.py

@@ -1,14 +1,26 @@
 """AutoTag API routes for PromptManager."""
 
 import asyncio
+import contextlib
+import functools
 import json
 import os
+import re
 import threading
+import time
 from pathlib import Path
 from typing import Optional
 from urllib.parse import quote
 
-from .jobs import AUTOTAG_BATCH_JOB_KIND
+from .job_routes import busy_response
+from .jobs import (
+    AUTOTAG_BATCH_JOB_KIND,
+    AUTOTAG_GROUP_NAMES,
+    MODEL_DOWNLOAD_JOB_KIND,
+    JobBusy,
+)
+from .admin import _plural, _scan_location, _scan_roots
+from .maintenance import disk_plan, short_space_message
 from .prompts import thumbnail_url_for
 from . import thumbnail_settings
 from .. import model_gate
@@ -16,20 +28,104 @@ from .. import model_gate
 from aiohttp import web
 
 _INTERNAL_ERROR = "An internal error occurred. Check server logs for details."
+
+# Tag output images (#328): the native prompt-tag batch.
+AUTOTAG_JOB_TITLE = "Tag output images"
+AUTOTAG_PREVIEW_LEASE = "Tag output images review"
+AUTOTAG_OWNER_KIND = "autotag-job"
+BATCH_PREVIEW_BODY_MAX = 1024
+BATCH_JOB_BODY_MAX = 32 * 1024
+REVIEW_REQUIRED = (
+    "Replacing tags needs a review of each image. Use Preview tagging review, "
+    "or choose Skip or Merge for a batch run."
+)
+BATCH_CANCELLED = "Cancelled. Tags already added were kept."
 _BUSY_ERROR = "Auto-tagging is already running"
 MODEL_BUSY_ERROR = (
     "A tagging model is busy with another operation. Try again when it finishes."
 )
 
 
+# Who holds the model gate, as a 409 model-busy names it (``operation``). An
+# owner is ``"<kind>:<uuid>"`` (``model_gate.new_owner``); a download names
+# its own job, whose title says which model.
+MODEL_DOWNLOAD_OWNER_KIND = "model-download"
+OWNER_LABELS = {
+    "autotag-job": "Tag output images",
+    "legacy-batch": "Tag output images (legacy page)",
+    "legacy-single": "Tagging one image (legacy page)",
+    "legacy-unload": "Unloading the tagging model",
+    "image-tag-job": "Auto-tag selected images",
+    "image-annotations": "Generate suggestions",
+}
+ANOTHER_OPERATION = "Another tagging operation"
+_DOWNLOAD_FAILED = "The download failed. Check server logs for details."
+# POST /jobs/model-download carries only {model_type}.
+MODEL_DOWNLOAD_BODY_MAX = 1024
+# The running download's gate owner and job title. Only one download runs at a
+# time and each needs the gate, so a new start replaces the entry.
+_download_titles = {}
+
+
+def _holder_label(holder: Optional[str]) -> str:
+    if not holder:
+        return ANOTHER_OPERATION
+    kind = holder.split(":", 1)[0]
+    if kind == MODEL_DOWNLOAD_OWNER_KIND:
+        return _download_titles.get(holder, ANOTHER_OPERATION)
+    return OWNER_LABELS.get(kind, ANOTHER_OPERATION)
+
+
 def model_busy_response() -> web.Response:
-    """``409 model-busy``: another operation holds the shared model gate."""
+    """``409 model-busy``: another operation holds the shared model gate.
+
+    ``operation`` names the holder (``OWNER_LABELS``), or "Another tagging
+    operation" when the gate was freed meanwhile or the kind is unknown.
+    """
     return web.json_response(
-        {"success": False, "code": "model-busy", "error": MODEL_BUSY_ERROR},
+        {
+            "success": False,
+            "code": "model-busy",
+            "error": MODEL_BUSY_ERROR,
+            "operation": _holder_label(model_gate.holder()),
+        },
         status=409,
     )
 
 
+_SIZE = re.compile(r"^(~?[0-9.]+)\s*([KMGT]?B)$")
+
+
+def size_label(size: str) -> str:
+    """The engine table's size with a space before the unit (``~400 MB``)."""
+    match = _SIZE.match(str(size or "").strip())
+    return f"{match.group(1)} {match.group(2)}" if match else str(size or "")
+
+
+def public_models(status: dict, loaded_type: Optional[str]) -> dict:
+    """Each engine model's public entry: names and sizes from ``MODELS``, the
+    flags from ``status``; never a path (``model_path`` is dropped)."""
+    from ..autotag import MODELS
+
+    models = {}
+    for model_type, config in MODELS.items():
+        flags = status.get(model_type) or {}
+        entry = {
+            "name": config["name"],
+            "label": config["label"],
+            "description": config["description"],
+            "size": config["size"],
+            "size_label": size_label(config["size"]),
+            "downloaded": bool(flags.get("downloaded")),
+            "loaded": loaded_type == model_type,
+        }
+        for key in ("model_exists", "mmproj_exists"):
+            if key in flags:
+                entry[key] = bool(flags[key])
+        models[model_type] = entry
+    return models
+
+
 # Only these may be handed to the tagging engine or listed by the scanner.
 _MEDIA_EXTENSIONS = frozenset(
     {".png", ".jpg", ".jpeg", ".webp", ".gif", ".bmp", ".tiff", ".tif"}
@@ -65,6 +161,39 @@ def path_is_within(candidate, root) -> bool:
     return child != parent and child.is_relative_to(parent)
 
 
+def _thresholds_or_saved(general, character):
+    """The request's WD14 thresholds as floats; one it omits is the saved
+    default (``autotag.defaults``, OQ4). Raises ValueError/TypeError."""
+    from ..config import AutotagConfig
+
+    return (
+        AutotagConfig.GENERAL_THRESHOLD if general is None else float(general),
+        AutotagConfig.CHARACTER_THRESHOLD if character is None else float(character),
+    )
+
+
+async def _single(event):
+    """A stream of one event."""
+    yield event
+
+
+_monotonic = time.monotonic  # the legacy frames' throttle clock (patched in tests)
+
+# What one image came to in a batch (``on_item``): fixed strings, never an
+# exception's text.
+SKIP_DETAILS = {
+    "unlinked": "File not found",
+    "prompt already processed": "Prompt handled by another image",
+    "outside allowed directories": "Outside the output folders",
+    "file missing": "File not found",
+    "already tagged": "Prompt already tagged",
+}
+
+
+def _added(count):
+    return f"Added {count} tag" if count == 1 else f"Added {count} tags"
+
+
 async def _refusal(title):
     """The single error event of an auto-tag batch refused by another job."""
     message = f"{title} already running"
@@ -83,6 +212,10 @@ class AutotagRoutesMixin:
         async def download_autotag_model_route(request):
             return await self.download_autotag_model(request)
 
+        @routes.post("/prompt_manager/autotag/batch/preview")
+        async def preview_autotag_batch_route(request):
+            return await self.preview_autotag_batch(request)
+
         @routes.post("/prompt_manager/autotag/start")
         async def start_autotag_route(request):
             return await self.start_autotag(request)
@@ -110,18 +243,24 @@ class AutotagRoutesMixin:
             from ..config import AutotagConfig
 
             service = get_autotag_service()
-            models_status = service.get_models_status()
+            # Off the loop: the HuggingFace check walks the whole HF cache.
+            status = await self._run_in_executor(service.get_models_status)
+            loaded = service.is_model_loaded()
+            loaded_type = service.get_loaded_model_type() if loaded else None
 
             return web.json_response(
                 {
                     "success": True,
-                    "models": models_status,
-                    "default_prompt": service.default_prompt,
-                    "model_loaded": service.is_model_loaded(),
-                    "loaded_model_type": service.get_loaded_model_type(),
-                    "wd14_general_threshold": service.wd14_general_threshold,
-                    "wd14_character_threshold": service.wd14_character_threshold,
+                    "models": public_models(status, loaded_type),
+                    # The saved tagging defaults (#328, System › Auto-tagging).
+                    "default_prompt": AutotagConfig.TEMPLATE,
+                    "model_loaded": loaded,
+                    "loaded_model_type": loaded_type,
+                    "wd14_general_threshold": AutotagConfig.GENERAL_THRESHOLD,
+                    "wd14_character_threshold": AutotagConfig.CHARACTER_THRESHOLD,
                     "suggestion_limit": AutotagConfig.suggestion_limit(),
+                    "model_type": AutotagConfig.MODEL_TYPE,
+                    "existing": AutotagConfig.EXISTING,
                 }
             )
 
@@ -159,55 +298,156 @@ class AutotagRoutesMixin:
         return response
 
     async def download_autotag_model(self, request):
-        """Download an AutoTag model with streaming progress (POST only)."""
+        """Download a tagging model, streaming the legacy events (POST only).
+
+        The download is the model_download Activity job: this request
+        attaches to a running download of the same model or starts one, and
+        streams the legacy frames until the job ends. A client disconnect
+        ends only the stream; the download goes on. A running download of
+        another model answers 409 model-busy (it holds the gate).
+        """
+        from ..autotag import MODELS, get_autotag_service
+
         model_type = request.match_info.get("model_type")
-        owner = model_gate.new_owner("legacy-download")
-
-        async def events():
-            try:
-                from ..autotag import get_autotag_service
-
-                service = get_autotag_service()
-                if model_type not in service.models_config:
-                    yield {
-                        "type": "error",
-                        "message": f"Invalid model type: {model_type}",
-                    }
-                    return
-
-                yield {
-                    "type": "progress",
-                    "progress": 0,
-                    "status": "Starting download...",
-                }
-
-                def progress_callback(status: str, progress: float):
-                    pass
-
-                success = await model_gate.run(
-                    owner, service.download_model, model_type, progress_callback
-                )
-                if success:
-                    yield {
-                        "type": "complete",
-                        "progress": 100,
-                        "status": "Download complete",
-                    }
-                else:
-                    yield {"type": "error", "message": "Download failed"}
-            except Exception:
-                self.logger.exception("Download model error")
-                yield {
-                    "type": "error",
-                    "message": _INTERNAL_ERROR,
-                }
-
-        if not model_gate.try_acquire(owner):
-            return model_busy_response()
+        if model_type not in MODELS:
+            invalid = {"type": "error", "message": f"Invalid model type: {model_type}"}
+            return await self._stream_sse(request, _single(invalid))
         try:
-            return await self._stream_sse(request, events())
-        finally:
+            job = self._jobs.active(MODEL_DOWNLOAD_JOB_KIND)
+            if job is not None and job.scope.get("model_type") != model_type:
+                return model_busy_response()
+            if job is None:
+                job, refusal = self._start_model_download(
+                    model_type, get_autotag_service()
+                )
+                if refusal is not None:
+                    return refusal
+        except Exception:
+            self.logger.exception("Download model error")
+            failed = {"type": "error", "message": _INTERNAL_ERROR}
+            return await self._stream_sse(request, _single(failed))
+        return await self._stream_sse(request, self._download_frames(job))
+
+    @staticmethod
+    async def _download_frames(job):
+        """The legacy download frames for job: start, then its end."""
+        yield {"type": "progress", "progress": 0, "status": "Starting download..."}
+        async with contextlib.aclosing(job.events()) as events:
+            async for _payload in events:
+                pass
+        if job.state == "finished":
+            yield {"type": "complete", "progress": 100, "status": "Download complete"}
+        else:
+            yield {"type": "error", "message": "Download failed"}
+
+    # ── model download job (#328) ───────────────────────────────────────
+
+    async def start_model_download_job(self, request):
+        """``POST /jobs/model-download {model_type}``: 202 with the job.
+
+        400 for a bad body, 409 ``busy`` while a download (or an exclusive
+        job) runs, 409 ``model-busy`` while another operation holds the gate.
+        """
+        data, error = await self._read_json_body(
+            request, max_bytes=MODEL_DOWNLOAD_BODY_MAX
+        )
+        if error is not None:
+            return error
+        if set(data) != {"model_type"}:
+            return self._bad_request("The body must be exactly {model_type}")
+        from ..autotag import MODELS, get_autotag_service
+
+        model_type = data["model_type"]
+        if not isinstance(model_type, str) or model_type not in MODELS:
+            return self._bad_request(
+                "model_type must be one of " + ", ".join(sorted(MODELS))
+            )
+        try:
+            job, refusal = self._start_model_download(model_type, get_autotag_service())
+        except Exception as e:
+            self.logger.exception("Model download start error")
+            return web.json_response(
+                {"success": False, "error": self._public_error(e)}, status=500
+            )
+        if refusal is not None:
+            return refusal
+        return web.json_response({"success": True, "job": job.summary()}, status=202)
+
+    def _start_model_download(self, model_type, service):
+        """Register the download job: ``(job, None)`` or ``(None, refusal)``.
+
+        Synchronous (no await between the checks and the start). The gate is
+        taken before the job registers and released when the runner ends,
+        also when the task is cancelled before the runner ever starts.
+        """
+        from ..autotag import MODELS
+
+        busy = self._jobs.blocker(MODEL_DOWNLOAD_JOB_KIND, admission="read")
+        if busy is not None:
+            return None, busy_response(JobBusy(busy))
+        owner = model_gate.new_owner(MODEL_DOWNLOAD_OWNER_KIND)
+        if not model_gate.try_acquire(owner):
+            return None, model_busy_response()
+        config = MODELS[model_type]
+        label = config["label"]
+        title = f"Tagging model download · {label}"
+        _download_titles.clear()
+        _download_titles[owner] = title
+        try:
+            job = self._jobs.start(
+                MODEL_DOWNLOAD_JOB_KIND,
+                title,
+                admission="read",
+                cancellable=False,
+                scope={
+                    "model_type": model_type,
+                    "label": label,
+                    "size_label": size_label(config["size"]),
+                },
+                runner=functools.partial(
+                    self._run_model_download, service, model_type, owner
+                ),
+            )
+        except BaseException as refused:
+            # JobBusy, or anything else the registry raised: give the gate back.
             model_gate.release(owner)
+            _download_titles.pop(owner, None)
+            if isinstance(refused, JobBusy):
+                return None, busy_response(refused)
+            raise
+
+        def ended(_task):
+            model_gate.release(owner)
+            if model_gate.holder() != owner:  # not while a thread still runs
+                _download_titles.pop(owner, None)
+
+        job.task.add_done_callback(ended)
+        return job, None
+
+    async def _run_model_download(self, service, model_type, owner, job):
+        label = job.scope["label"]
+        job.update(status_line=f"Downloading {label} ({job.scope['size_label']})")
+        job.log_line(f"Download started: {label}")
+        job.publish({"type": "status", "status": job.status_line})
+        try:
+            ok = await model_gate.run(owner, service.download_model, model_type, None)
+        except Exception:
+            self.logger.exception(f"Tagging model download failed: {model_type}")
+            ok = False
+        finally:
+            # Before the job ends, so a reader that sees the end finds the
+            # gate free (a running download thread defers the release).
+            model_gate.release(owner)
+        if ok:
+            job.update(status_line=f"Downloaded {label}")
+            job.log_line(f"Download finished: {label}")
+            job.publish({"type": "status", "status": job.status_line})
+            job.finish("finished")
+            return
+        job.update(status_line=_DOWNLOAD_FAILED)
+        job.log_line(f"Download failed: {label}")
+        job.publish({"type": "status", "status": job.status_line})
+        job.finish("failed")
 
     async def _read_start_params(self, request) -> Optional[dict]:
         """Merge query-string and optional JSON-body parameters for autotag/start.
@@ -238,35 +478,48 @@ class AutotagRoutesMixin:
             and not t.startswith("append:")
         ]
 
-    async def _apply_tags_to_prompt(self, prompt_id, tags) -> bool:
-        """Merge ``tags`` into the prompt; True when something new was added."""
+    async def _apply_tags_to_prompt(self, prompt_id, tags) -> int:
+        """Merge ``tags`` into the prompt; how many new tags were added."""
         existing_prompt = await self._run_in_executor(
             self.db.get_prompt_by_id, prompt_id
         )
         if not existing_prompt:
-            return False
+            return 0
         existing_tags = existing_prompt.get("tags", [])
         if isinstance(existing_tags, str):
             existing_tags = [t.strip() for t in existing_tags.split(",") if t.strip()]
-        new_tags = [t for t in tags if t not in existing_tags]
+        new_tags = list(dict.fromkeys(t for t in tags if t not in existing_tags))
         if not new_tags:
-            return False
+            return 0
         await self._run_in_executor(
             self.db.update_prompt_metadata, prompt_id, tags=existing_tags + new_tags
         )
-        return True
+        return len(new_tags)
 
     async def _autotag_batch_events(self, service, opts: dict):
-        """Yield SSE progress dicts while tagging every image linked to a prompt."""
-        import time as _time
+        """Yield SSE progress dicts while tagging every image linked to a prompt.
 
+        Both batches run here: the legacy page's (its frames unchanged) and
+        the ``autotag`` job's. ``opts``: ``model_type``, ``keep_in_memory``,
+        ``existing`` (``skip`` leaves prompts with real tags alone, ``merge``
+        adds to them), the two thresholds, and optionally ``gate_owner``,
+        ``prompt`` (the template, passed to each call; the legacy page sets
+        ``custom_prompt`` instead), ``cancelled`` (checked before each image:
+        a cancelled run returns without a ``complete`` frame) and
+        ``on_item(index, total, group, image_path, detail)`` (one outcome per
+        image, ``SKIP_DETAILS`` for the skips).
+        """
         model_type = opts["model_type"]
         keep_in_memory = opts["keep_in_memory"]
-        status = service.get_models_status()
+        cancelled = opts.get("cancelled") or (lambda: False)
+        on_item = opts.get("on_item") or (lambda *_args: None)
+        status = await self._run_in_executor(service.get_models_status)
         if not status.get(model_type, {}).get("downloaded"):
             yield {"type": "error", "message": f"Model {model_type} not downloaded"}
             return
 
+        if cancelled():
+            return
         yield {"type": "progress", "progress": 0, "status": "Loading model..."}
         run = self._gated_runner(opts.get("gate_owner"))
         try:
@@ -279,15 +532,21 @@ class AutotagRoutesMixin:
             }
             return
 
-        if opts["custom_prompt"]:
+        if opts.get("custom_prompt"):
             service.custom_prompt = opts["custom_prompt"]
+        tag_kwargs = {
+            "general_threshold": opts["general_threshold"],
+            "character_threshold": opts["character_threshold"],
+        }
+        if opts.get("prompt"):
+            tag_kwargs["prompt"] = opts["prompt"]
 
         yield {
             "type": "progress",
             "progress": 5,
             "status": "Model loaded. Fetching all images from database...",
         }
-        images = await self._run_in_executor(self.db.get_all_images)
+        images = await self._run_in_executor(self.db.autotag_batch_candidates)
         total = len(images)
         if total == 0:
             yield {
@@ -299,7 +558,8 @@ class AutotagRoutesMixin:
                 "skipped_outside_roots": 0,
                 "status": "No images with linked prompts found",
             }
-            service.unload_model()
+            if not keep_in_memory:
+                service.unload_model()
             return
 
         yield {
@@ -316,7 +576,7 @@ class AutotagRoutesMixin:
             "skipped_outside_roots": 0,
         }
         tagged_prompt_ids = set()
-        last_update = _time.monotonic()
+        last_update = _monotonic()
         finished = False
 
         def progress_event(i, message):
@@ -332,6 +592,8 @@ class AutotagRoutesMixin:
 
         try:
             for i, image_data in enumerate(images):
+                if cancelled():
+                    return
                 image_path = image_data.get("image_path")
                 prompt_id = image_data.get("prompt_id")
                 skip_reason = None
@@ -350,7 +612,7 @@ class AutotagRoutesMixin:
                             counts["skipped_outside_roots"] += 1
                         else:
                             skip_reason = "file missing"
-                    elif opts["skip_tagged"] and self._real_tags(
+                    elif opts["existing"] == "skip" and self._real_tags(
                         image_data.get("prompt_tags", [])
                     ):
                         tagged_prompt_ids.add(prompt_id)
@@ -358,7 +620,8 @@ class AutotagRoutesMixin:
 
                 if skip_reason is not None:
                     counts["skipped"] += 1
-                    now = _time.monotonic()
+                    on_item(i, total, "skipped", image_path, SKIP_DETAILS[skip_reason])
+                    now = _monotonic()
                     if (now - last_update) >= 0.5 or i == total - 1:
                         yield progress_event(
                             i, f"Skipping {i + 1}/{total} ({skip_reason})..."
@@ -368,17 +631,17 @@ class AutotagRoutesMixin:
                     continue
 
                 try:
-                    tags = await run(
-                        service.generate_tags,
-                        allowed_path,
-                        general_threshold=opts["general_threshold"],
-                        character_threshold=opts["character_threshold"],
-                    )
+                    tags = await run(service.generate_tags, allowed_path, **tag_kwargs)
                     counts["processed"] += 1
-                    if tags and await self._apply_tags_to_prompt(prompt_id, tags):
+                    added = 0
+                    if tags:
+                        added = await self._apply_tags_to_prompt(prompt_id, tags)
+                    if added:
                         counts["tagged"] += 1
+                        on_item(i, total, "tagged", image_path, _added(added))
                     else:
                         counts["skipped"] += 1
+                        on_item(i, total, "unchanged", image_path, "No new tags")
                     tagged_prompt_ids.add(prompt_id)
                 except Exception as img_err:
                     self.logger.error(
@@ -387,10 +650,11 @@ class AutotagRoutesMixin:
                     )
                     counts["errors"] += 1
                     counts["processed"] += 1
+                    on_item(i, total, "errors", image_path, "Tagging failed")
 
                 yield progress_event(i, f"Processing {i + 1}/{total}...")
                 await asyncio.sleep(0.01)
-                last_update = _time.monotonic()
+                last_update = _monotonic()
 
             finished = True
             if not keep_in_memory:
@@ -418,16 +682,22 @@ class AutotagRoutesMixin:
         opts = {
             "model_type": params.get("model_type", "gguf"),
             "custom_prompt": params.get("prompt", ""),
-            "skip_tagged": str(params.get("skip_tagged", "true")).lower() == "true",
+            "existing": (
+                "skip"
+                if str(params.get("skip_tagged", "true")).lower() == "true"
+                else "merge"
+            ),
             "keep_in_memory": str(params.get("keep_in_memory", "true")).lower()
             == "true",
             "general_threshold": params.get("general_threshold"),
             "character_threshold": params.get("character_threshold"),
         }
         try:
-            for key in ("general_threshold", "character_threshold"):
-                if opts[key] is not None:
-                    opts[key] = float(opts[key])
+            opts["general_threshold"], opts["character_threshold"] = (
+                _thresholds_or_saved(
+                    opts["general_threshold"], opts["character_threshold"]
+                )
+            )
         except (ValueError, TypeError):
             return self._bad_request(
                 "general_threshold and character_threshold must be numeric"
@@ -457,7 +727,9 @@ class AutotagRoutesMixin:
         # never runs beside a scan, restore or the workspace tagging job.
         busy = self._jobs.blocker(AUTOTAG_BATCH_JOB_KIND, admission="records")
         if busy is not None:
-            if busy.kind == AUTOTAG_BATCH_JOB_KIND:  # unchanged payload
+            # A second legacy batch keeps its JSON 409; the workspace's Tag
+            # output images job is named in a stream frame.
+            if busy.kind == AUTOTAG_BATCH_JOB_KIND and busy.title != AUTOTAG_JOB_TITLE:
                 return web.json_response(
                     {"success": False, "error": _BUSY_ERROR}, status=409
                 )
@@ -467,7 +739,7 @@ class AutotagRoutesMixin:
             return await self._stream_sse(request, _refusal(busy.title))
         async with self._jobs.hold(
             AUTOTAG_BATCH_JOB_KIND,
-            "Auto-tag images (legacy page)",
+            OWNER_LABELS["legacy-batch"],
             admission="records",
         ) as job:
             response = await self._start_autotag_batch(request, opts, events)
@@ -491,6 +763,278 @@ class AutotagRoutesMixin:
         finally:
             _autotag_batch_lock.release()
 
+    # ── Tag output images (#328) ────────────────────────────────────────
+
+    async def _batch_body(self, request, keys, max_bytes):
+        """``(data, None)`` for a JSON object with exactly ``keys``."""
+        data, error = await self._read_json_body(request, max_bytes=max_bytes)
+        if error is not None:
+            return None, error
+        if set(data) != set(keys):
+            return None, self._bad_request(
+                "The body must be exactly {" + ", ".join(keys) + "}"
+            )
+        return data, None
+
+    @staticmethod
+    def _batch_choice(data):
+        """The model's engine entry and the policy, or a 400 message."""
+        from ..autotag import MODELS
+        from ..config import EXISTING_POLICIES
+
+        model_type, existing = data.get("model_type"), data.get("existing")
+        if not isinstance(model_type, str) or model_type not in MODELS:
+            return None, "model_type must be one of " + ", ".join(sorted(MODELS))
+        if not isinstance(existing, str) or existing not in EXISTING_POLICIES:
+            return None, "existing must be one of " + ", ".join(EXISTING_POLICIES)
+        return MODELS[model_type], None
+
+    async def preview_autotag_batch(self, request):
+        """Review Tag output images: counts, model, backup and disk; no write.
+
+        Opens no image file. Refused (409 ``busy``) while an exclusive job runs.
+        """
+        try:
+            async with self._jobs.lease(AUTOTAG_PREVIEW_LEASE):
+                return await self._preview_autotag_batch(request)
+        except JobBusy as busy:
+            return busy_response(busy)
+
+    async def _preview_autotag_batch(self, request):
+        from ..autotag import get_autotag_service
+
+        data, error = await self._batch_body(
+            request, ("model_type", "existing"), BATCH_PREVIEW_BODY_MAX
+        )
+        if error is not None:
+            return error
+        config, message = self._batch_choice(data)
+        if message:
+            return self._bad_request(message)
+        model_type, existing = data["model_type"], data["existing"]
+        policy = self._safety_backup_policy()
+        try:
+            candidates = await self._run_in_executor(self.db.autotag_batch_candidates)
+            status = await self._run_in_executor(
+                get_autotag_service().get_models_status
+            )
+            disk, _short, _size = await self._run_in_executor(
+                functools.partial(
+                    disk_plan,
+                    self.db.model.db_path,
+                    backup=policy != "off",
+                    vacuum=False,
+                )
+            )
+        except Exception as e:
+            self.logger.exception("Tag output images could not be reviewed")
+            return web.json_response(
+                {"success": False, "error": self._public_error(e)}, status=500
+            )
+        prompts = {row["prompt_id"]: row["prompt_tags"] for row in candidates}
+        tagged = sum(1 for tags in prompts.values() if self._real_tags(tags))
+        to_tag = len(prompts) - tagged if existing == "skip" else len(prompts)
+        return web.json_response(
+            {
+                "success": True,
+                "images": len(candidates),
+                "prompts": len(prompts),
+                "already_tagged": tagged,
+                "to_tag": to_tag,
+                "model": {
+                    "type": model_type,
+                    "label": config["label"],
+                    "size_label": size_label(config["size"]),
+                    "downloaded": bool(
+                        (status.get(model_type) or {}).get("downloaded")
+                    ),
+                },
+                "existing": existing,
+                "review_required": existing == "replace_after_review",
+                "backup": {"policy": policy},
+                "disk": disk,
+            }
+        )
+
+    async def start_autotag_job(self, request):
+        """``POST /jobs/autotag``: start Tag output images (202), or refuse.
+
+        In order: 400 body or options, 400 ``review-required``; 409
+        ``model-unavailable``; 507 ``insufficient-space``; 409 ``busy``
+        (another records job, the legacy batch's hold included); 409
+        ``model-busy``. No await follows the busy check.
+        """
+        from ..autotag import get_autotag_service
+        from ..config import MAX_SUGGESTION_LIMIT, AutotagConfig
+        from .annotation_suggest import OptionError, validate_options
+
+        data, error = await self._batch_body(
+            request, ("model_type", "existing", "options"), BATCH_JOB_BODY_MAX
+        )
+        if error is not None:
+            return error
+        config, message = self._batch_choice(data)
+        if message:
+            return self._bad_request(message)
+        model_type, existing, options = (
+            data["model_type"],
+            data["existing"],
+            data["options"],
+        )
+        if isinstance(options, dict) and {"suggestion_limit", "use_gpu"} & set(options):
+            return self._bad_request("options take no suggestion_limit or use_gpu")
+        try:
+            _model, options = validate_options(
+                model_type,
+                options,
+                default_limit=AutotagConfig.suggestion_limit(),
+                max_limit=MAX_SUGGESTION_LIMIT,
+            )
+        except OptionError as error:
+            return self._bad_request(str(error))
+        if existing == "replace_after_review":
+            return web.json_response(
+                {"success": False, "code": "review-required", "error": REVIEW_REQUIRED},
+                status=400,
+            )
+        service = get_autotag_service()
+        backup_on = self._safety_backup_policy() == "on"
+        try:
+            status = await self._run_in_executor(service.get_models_status)
+            candidates = await self._run_in_executor(self.db.autotag_batch_candidates)
+            _disk, short, _size = await self._run_in_executor(
+                functools.partial(
+                    disk_plan, self.db.model.db_path, backup=backup_on, vacuum=False
+                )
+            )
+        except Exception as e:
+            self.logger.exception("Tag output images could not start")
+            return web.json_response(
+                {"success": False, "error": self._public_error(e)}, status=500
+            )
+        if not (status.get(model_type) or {}).get("downloaded"):
+            return web.json_response(
+                {
+                    "success": False,
+                    "code": "model-unavailable",
+                    "error": f"{config['label']} is not downloaded. "
+                    "Download it in System › Auto-tagging.",
+                },
+                status=409,
+            )
+        if backup_on and short is not None:
+            return web.json_response(
+                {
+                    "success": False,
+                    "code": "insufficient-space",
+                    "error": short_space_message(short),
+                },
+                status=507,
+            )
+        busy = self._jobs.blocker(AUTOTAG_BATCH_JOB_KIND, admission="records")
+        if busy is not None:
+            return busy_response(JobBusy(busy))
+        owner = model_gate.new_owner(AUTOTAG_OWNER_KIND)
+        if not model_gate.try_acquire(owner):
+            return model_busy_response()
+        opts = {
+            "model_type": model_type,
+            "existing": existing,
+            "keep_in_memory": True,
+            "gate_owner": owner,
+            "general_threshold": options.get("general_threshold"),
+            "character_threshold": options.get("character_threshold"),
+            "prompt": options.get("instructions"),
+        }
+        try:
+            job = self._jobs.start(
+                AUTOTAG_BATCH_JOB_KIND,
+                AUTOTAG_JOB_TITLE,
+                admission="records",
+                cancellable=True,
+                scope={
+                    "model_type": model_type,
+                    "existing": existing,
+                    "images": len(candidates),
+                    "label": config["label"],
+                },
+                groups=AUTOTAG_GROUP_NAMES,
+                runner=functools.partial(
+                    self._run_autotag_job, service, opts, backup_on
+                ),
+            )
+        except BaseException as refused:
+            model_gate.release(owner)
+            if isinstance(refused, JobBusy):
+                return busy_response(refused)
+            raise
+        job.task.add_done_callback(lambda _task: model_gate.release(owner))
+        return web.json_response({"success": True, "job": job.summary()}, status=202)
+
+    async def _run_autotag_job(self, service, opts, backup_on, job):
+        ok, _backup = await self._safety_backup_step(job, self.db, backup_on)
+        if not ok:
+            return
+        try:
+            await self._tag_output_images(service, opts, job)
+        except Exception:
+            self.logger.exception("Tag output images failed")
+            job.update(status_line=_INTERNAL_ERROR)
+            job.log_line(f"Tagging failed · {_INTERNAL_ERROR}")
+            job.finish("failed")
+        finally:
+            if backup_on:
+                await self._prune_backup_pool(job, self.db)
+
+    async def _tag_output_images(self, service, opts, job):
+        roots = _scan_roots(self._get_all_output_dirs())
+        job.log_line(
+            f"Tagging started · {job.scope['label']} · "
+            + ("skip prompts already tagged" if opts["existing"] == "skip" else "merge")
+        )
+        job.update(status_line="Loading the tagging model")
+
+        def on_item(index, total, group, image_path, detail):
+            path, root, root_index = _scan_location(image_path or "", roots)
+            job.update(
+                processed=index + 1,
+                total=total,
+                progress=100 * (index + 1) // total,
+                status_line=f"Tagging {index + 1} of {total}",
+            )
+            job.record(
+                group,
+                {
+                    "path": path,
+                    "root": root,
+                    "root_index": root_index,
+                    "detail": detail,
+                },
+                f"{path}: {detail}",
+            )
+            job.publish({"type": "progress", "progress": job.progress})
+
+        final = None
+        async for event in self._autotag_batch_events(
+            service,
+            {**opts, "cancelled": lambda: job.cancelled, "on_item": on_item},
+        ):
+            if event.get("type") in ("complete", "error"):
+                final = event
+        if final is not None and final["type"] == "error":
+            job.update(status_line=final["message"])
+            job.log_line(f"Tagging failed · {final['message']}")
+            job.finish("failed")
+        elif job.cancelled:  # a cancel wins over a run that then completed
+            job.update(status_line=BATCH_CANCELLED)
+            job.log_line(BATCH_CANCELLED)
+            job.finish("cancelled")
+        else:
+            done = f"Tagged {_plural(job.counters.get('tagged', 0), 'prompt')}"
+            job.update(status_line=done, progress=100)
+            job.log_line(done)
+            job.finish("finished")
+
     def _gated_runner(self, owner):
         """Executor calls under the model gate *owner* holds (plain when None)."""
         if owner is None:
@@ -607,10 +1151,9 @@ class AutotagRoutesMixin:
             general_threshold = data.get("general_threshold")
             character_threshold = data.get("character_threshold")
             try:
-                if general_threshold is not None:
-                    general_threshold = float(general_threshold)
-                if character_threshold is not None:
-                    character_threshold = float(character_threshold)
+                general_threshold, character_threshold = _thresholds_or_saved(
+                    general_threshold, character_threshold
+                )
             except (ValueError, TypeError):
                 return self._bad_request(
                     "general_threshold and character_threshold must be numeric"

py/api/diagnostics_report.py

@@ -0,0 +1,289 @@
+"""The shareable diagnostic report (#329 System S12).
+
+``GET /prompt_manager/system/diagnostics`` answers a report built on the
+server from an explicit list of fields: the project and Viewer.js versions,
+Python and the platform, the four checks of the legacy ``GET /diagnostics``
+(one helper, ``admin.legacy_checks``), the database's public info, source
+counts, the log configuration and statistics, the last health summary and
+the configuration keys that only ``config.json`` holds. It never copies
+``PromptManagerConfig.get_config()``: no path leaf is listed, and the CivitAI
+key is reported only as ``has_civitai_api_key``.
+
+Every path in the report goes through ``report_path``: relative to the
+closest public anchor that is not a filesystem root, else ``"outside
+ComfyUI"``, never a basename that could be a user name. As a backstop,
+``scrub`` replaces any string that still looks like an absolute path, holds
+the saved key or the home folder (with or without its root), and counts each
+replacement in ``redacted`` (0 for a correct builder).
+
+The report opens the database, so it takes a registry lease: it is refused
+(409 ``busy``) while an ``exclusive`` job (a restore) runs, and a restore
+waits for it. It is built off the event loop.
+"""
+
+import datetime
+import json
+import ntpath
+import os
+import platform
+import posixpath
+import re
+from pathlib import Path, PurePosixPath, PureWindowsPath
+
+from aiohttp import web
+
+from . import admin as _admin
+from .job_routes import busy_response
+from .jobs import JobBusy
+from .system import health_summary
+
+try:
+    from ...utils.version import project_version
+except ImportError:  # loaded as the top-level ``py`` package (tests)
+    from utils.version import project_version
+
+DIAGNOSTICS_LEASE = "Diagnostics"
+_ROOT = Path(__file__).resolve().parents[2]
+VIEWERJS_PROVENANCE = str(_ROOT / "web" / "lib" / "viewerjs" / "provenance.json")
+OUTSIDE = "outside ComfyUI"
+REMOVED = "[removed]"
+# The CivitAI key is searched for only when it is long enough to be a key.
+MIN_KEY_LENGTH = 8
+_WINDOWS_ABSOLUTE = re.compile(r"^[A-Za-z]:[\\/]")
+
+
+def anchored_path(canonical, anchors, home, pathmod=os.path):
+    """``canonical`` relative to the closest usable anchor, else ``outside ComfyUI``.
+
+    All three are already canonical (``normcase``) in ``pathmod``'s spelling.
+    A filesystem root is never usable, nor is a strict ancestor of ``home``
+    (``/home``, ``C:\\Users``), whose relative paths would start with a user
+    name; so a path inside the home folder needs an anchor at or below it.
+    """
+    flavor = PureWindowsPath if pathmod is ntpath else PurePosixPath
+    target = flavor(canonical)
+    home_path = flavor(home) if home else None
+    usable = []
+    for anchor in map(flavor, anchors):
+        if anchor.parent == anchor:
+            continue
+        if home_path is not None and home_path != anchor:
+            if home_path.is_relative_to(anchor):
+                continue
+        if target.is_relative_to(anchor):
+            usable.append(anchor)
+    if not usable:
+        return OUTSIDE
+    anchor = max(usable, key=lambda a: len(a.parts))
+    return target.relative_to(anchor).as_posix() or "."
+
+
+def _canonical(path):
+    return os.path.normcase(os.path.realpath(str(path)))
+
+
+def report_path(path):
+    """``path`` relative to a public anchor (POSIX style), else ``outside ComfyUI``."""
+    if not path:
+        return ""
+    from ..config import GalleryConfig
+
+    try:
+        canonical = _canonical(path)
+        anchors = [_canonical(anchor) for anchor in GalleryConfig.path_anchors()]
+        home = os.path.expanduser("~")
+        home = _canonical(home) if home and home != "~" else None
+    except (OSError, ValueError):
+        return OUTSIDE
+    return anchored_path(canonical, anchors, home)
+
+
+def _looks_absolute(text):
+    return (
+        posixpath.isabs(text)
+        or ntpath.isabs(text)
+        or _WINDOWS_ABSOLUTE.match(text) is not None
+        or text.startswith("\\\\")
+    )
+
+
+# The home folder is matched only as whole path parts, never inside a word.
+_PART = r"(?<![\w.-]){}(?![\w.-])"
+MIN_HOME_NAME = 3
+
+
+def _home_patterns():
+    """``(pattern, paths_only)`` for the home folder: in full, rootless, its name.
+
+    Accepted residual risk: only this process's own home folder is known, so
+    another user's home (an output folder under /home/<them> while ComfyUI
+    runs as a service account) can still be named by a report path.
+    """
+    home = os.path.expanduser("~")
+    if not home or home == "~" or len(home) < 4 or home in ("/", "\\"):
+        return ()
+    spellings = {home, home.replace("\\", "/")}
+    relative = os.path.splitdrive(home)[1].strip("\\/")
+    for spelling in (relative, relative.replace("\\", "/")):
+        if "/" in spelling or "\\" in spelling:
+            spellings.add(spelling)
+    patterns = [
+        (re.compile(_PART.format(re.escape(spelling)), re.IGNORECASE), False)
+        for spelling in spellings
+    ]
+    name = re.split(r"[\\/]", relative)[-1] if relative else ""
+    if len(name) >= MIN_HOME_NAME:
+        # The bare name only inside a path ("info/x"), not a word ("INFO").
+        patterns.append(
+            (re.compile(_PART.format(re.escape(name)), re.IGNORECASE), True)
+        )
+    return tuple(patterns)
+
+
+def scrub(report, key):
+    """``report`` with leaked paths and the key replaced, counted in ``redacted``."""
+    key = key if isinstance(key, str) and len(key) >= MIN_KEY_LENGTH else None
+    homes = _home_patterns()
+    count = 0
+
+    def clean(value):
+        nonlocal count
+        if isinstance(value, str):
+            if (
+                _looks_absolute(value)
+                or (key and key in value)
+                or any(
+                    pattern.search(value)
+                    for pattern, paths_only in homes
+                    if not paths_only or "/" in value or "\\" in value
+                )
+            ):
+                count += 1
+                return REMOVED
+            return value
+        if isinstance(value, dict):
+            return {name: clean(item) for name, item in value.items()}
+        if isinstance(value, (list, tuple)):
+            return [clean(item) for item in value]
+        return value
+
+    cleaned = clean(report)
+    cleaned["redacted"] = int(cleaned.get("redacted") or 0) + count
+    return cleaned
+
+
+def viewerjs_version(path=None):
+    """The pinned Viewer.js version from its provenance file, or ``unknown``."""
+    try:
+        with open(path or VIEWERJS_PROVENANCE, encoding="utf-8") as handle:
+            version = json.load(handle).get("version")
+    except (OSError, ValueError, AttributeError):
+        return "unknown"
+    return version if isinstance(version, str) and version else "unknown"
+
+
+def public_config():
+    """The configuration keys only ``config.json`` holds, from an explicit list."""
+    from ..config import GalleryConfig, IntegrationConfig, PromptManagerConfig
+
+    return {
+        "database": {
+            "enable_duplicate_detection": (
+                PromptManagerConfig.ENABLE_DUPLICATE_DETECTION
+            ),
+            "enable_auto_save": PromptManagerConfig.ENABLE_AUTO_SAVE,
+        },
+        "web_ui": {
+            "result_timeout": PromptManagerConfig.RESULT_TIMEOUT,
+            "show_test_button": PromptManagerConfig.SHOW_TEST_BUTTON,
+            "webui_display_mode": PromptManagerConfig.WEBUI_DISPLAY_MODE,
+            "infinite_scroll": PromptManagerConfig.INFINITE_SCROLL,
+        },
+        "performance": {
+            "max_search_results": PromptManagerConfig.MAX_SEARCH_RESULTS,
+            "enable_fuzzy_search": PromptManagerConfig.ENABLE_FUZZY_SEARCH,
+            "auto_backup_interval": PromptManagerConfig.AUTO_BACKUP_INTERVAL,
+            "worker_threads": PromptManagerConfig.WORKER_THREADS,
+        },
+        "gallery": {
+            "processing_delay": GalleryConfig.PROCESSING_DELAY,
+            "prompt_timeout": GalleryConfig.PROMPT_TIMEOUT,
+            "cleanup_interval": GalleryConfig.CLEANUP_INTERVAL,
+            "auto_cleanup_missing_files": GalleryConfig.AUTO_CLEANUP_MISSING_FILES,
+            "max_image_age_days": GalleryConfig.MAX_IMAGE_AGE_DAYS,
+            "max_concurrent_processing": GalleryConfig.MAX_CONCURRENT_PROCESSING,
+            "metadata_extraction_timeout": GalleryConfig.METADATA_EXTRACTION_TIMEOUT,
+        },
+        "integrations": {
+            "lora_manager_enabled": bool(IntegrationConfig.LORA_MANAGER_ENABLED),
+            "has_civitai_api_key": bool(IntegrationConfig.CIVITAI_API_KEY),
+        },
+    }
+
+
+def _source_counts(sources):
+    configured = sources.get("configured") or []
+    effective = sources.get("effective") or []
+    return {
+        "configured": len(configured),
+        "effective": len(effective),
+        "watching": sum(1 for row in effective if row.get("watch") == "watching"),
+        "unavailable": sum(1 for row in configured if row.get("valid") is False),
+    }
+
+
+class DiagnosticsReportMixin:
+    """Mixin providing ``GET /prompt_manager/system/diagnostics``."""
+
+    def _register_diagnostics_report_routes(self, routes):
+        @routes.get("/prompt_manager/system/diagnostics")
+        async def diagnostics_report_route(request):
+            return await self.get_diagnostics_report(request)
+
+    async def get_diagnostics_report(self, request):
+        """The report, built off the loop under a lease (409 ``busy`` in a restore)."""
+        from ..config import IntegrationConfig
+
+        try:
+            async with self._jobs.lease(DIAGNOSTICS_LEASE):
+                report = await self._run_in_executor(self.build_report)
+        except JobBusy as busy:
+            return busy_response(busy)
+        except Exception:
+            self.logger.exception("The diagnostic report could not be built")
+            return web.json_response(
+                {
+                    "success": False,
+                    "code": None,
+                    "error": "The diagnostic report could not be built.",
+                },
+                status=500,
+            )
+        report = scrub(report, IntegrationConfig.CIVITAI_API_KEY)
+        return web.json_response(report, headers={"Cache-Control": "no-store"})
+
+    def build_report(self):
+        """The report's fields (blocking: reads the database and the log folder)."""
+        db = self.db
+        manager = self._get_logger_manager()
+        stats = dict(manager.get_log_stats())
+        stats["log_directory"] = report_path(stats.get("log_directory"))
+        info = dict(db.model.get_database_info() or {})
+        if "database_path" in info:
+            info["database_path"] = report_path(info["database_path"])
+        sources, _monitor = self._source_status()
+        return {
+            "success": True,
+            "generated_at": datetime.datetime.now().replace(microsecond=0).isoformat(),
+            "version": project_version(_ROOT),
+            "python": platform.python_version(),
+            "platform": {"system": platform.system(), "release": platform.release()},
+            "viewerjs": viewerjs_version(VIEWERJS_PROVENANCE),
+            "checks": _admin.legacy_checks(db.model.db_path, report_path),
+            "database_info": info,
+            "sources": _source_counts(sources),
+            "logging": {"config": dict(manager.get_config()), "stats": stats},
+            "health": health_summary(self._current_health_report()),
+            "config": public_config(),
+            "redacted": 0,
+        }

py/api/gallery_listing.py

@@ -0,0 +1,337 @@
+"""One shared listing per output root, and the pure helpers behind it (#348).
+
+The API keeps one ``RootListing`` per output root (``_root_listings`` in
+``py/api/__init__.py``). The record is read and written only on the event
+loop; the walk itself, the comparison with the previous listing and both
+folder sets run in the executor through ``walk_root``. Routes live in
+``py/api/images.py`` (``_listing``); this module has no aiohttp import so
+tests can exercise it without a server.
+
+A settled output the image monitor reports is added to its root's stored
+listing without a walk (``output_settled``, ``insert_entry``), in the place
+a walk would list it. When that cannot be exact, the root is marked dirty
+(``mark_root_dirty``) instead; a dirty root gets one background walk, no
+sooner than ``rewalk_interval`` after its previous walk started (PR 2).
+"""
+
+from __future__ import annotations
+
+import asyncio
+import os
+from bisect import bisect_left
+from dataclasses import dataclass, field
+from pathlib import PurePath
+from typing import Callable, NamedTuple
+
+# A listing older than this (seconds) is served as it is, and one background
+# walk replaces it. Read as ``gallery_listing.REFRESH_AFTER`` so tests can
+# patch it.
+REFRESH_AFTER = 30
+
+# The stale read is served at once; its refresh walk starts this many seconds
+# later, so the walk does not share the GIL with the page's own requests
+# (#348 live test: reads during the walk took 2.2 s instead of 0.07 s).
+REFRESH_DELAY = 1.0
+
+# No background walk of a root starts sooner than rewalk_interval(last walk's
+# duration) after its previous walk started: FACTOR times that duration, at
+# least FLOOR and at most CAP seconds. Walks up to CAP / FACTOR (3 s) then
+# hold the GIL at most ~20% of the time; the cap keeps a new output listed
+# within ~20 s, at the cost of a higher share (back to back from 15 s) on
+# slower walks. Read through this module so tests can patch them.
+REWALK_FLOOR = 5
+REWALK_FACTOR = 5
+REWALK_CAP = 15
+
+# A deferred walk is never armed sooner than this: no zero-delay loop.
+MIN_REWALK_DELAY = 0.5
+
+# A reader with no listing gives up (500) after this many walks in a row were
+# discarded by invalidations made while they ran.
+MAX_DISCARDED_WALKS = 3
+
+WALK_STOPPED = "The listing walk was stopped"
+
+STORED = "stored"
+DISCARDED = "discarded"
+FAILED = "failed"
+
+
+class WalkOutcome(NamedTuple):
+    """What one walk ended with; a walk's flight future resolves to this."""
+
+    kind: str
+    error: BaseException | None = None
+
+    @classmethod
+    def stored(cls) -> "WalkOutcome":
+        return cls(STORED)
+
+    @classmethod
+    def discarded(cls) -> "WalkOutcome":
+        return cls(DISCARDED)
+
+    @classmethod
+    def failed(cls, error: BaseException) -> "WalkOutcome":
+        return cls(FAILED, error)
+
+
+@dataclass
+class RootListing:
+    """The shared listing of one output root.
+
+    A record is never deleted: ``drop()`` clears the listing and bumps
+    ``generation``, so a walk that started before a drop can never be stored
+    after it.
+    """
+
+    # (path, mtime) newest first, as _scan_gallery_files_sync returns it.
+    files: list | None = None
+    folders: frozenset | None = None
+    folders_with_ancestors: frozenset | None = None
+    # Monotonic time the last walk finished, stored or failed.
+    walked_at: float | None = None
+    # Number of the last walk started; a running walk is always that one.
+    walk_seq: int = 0
+    # Number of the walk whose files are stored (Rescan waits on it).
+    stored_seq: int = 0
+    generation: int = 0
+    # The running walk's future (resolves to a WalkOutcome), or None.
+    flight: asyncio.Future | None = None
+    # True while walks keep failing: one warning per streak.
+    failing: bool = False
+    # The one deferred background walk not started yet (loop.call_later), or
+    # None: a stale refresh or a dirty root's rewalk, whichever is due first.
+    rewalk_handle: asyncio.TimerHandle | None = None
+    # normcase(realpath(root)), computed by the walk in the executor: monitor
+    # paths are matched against it without file I/O on the loop.
+    resolved_root: str | None = None
+    # Monotonic start and duration of the last walk (rewalk_interval).
+    last_started_at: float | None = None
+    last_duration: float | None = None
+    # A settled output was reported under this root; cleared when a walk starts.
+    dirty: bool = False
+    # Dropped because the output roots changed: no background walk until a
+    # reader (or the warm-up) asks for this root again. The monitor keeps
+    # watching a removed root until ComfyUI restarts.
+    retired: bool = False
+    # Relative paths of settled outputs waiting to be added to ``files``
+    # without a walk, and the one task adding them (``output_settled``).
+    pending_adds: list = field(default_factory=list)
+    add_task: asyncio.Task | None = None
+    # Settled outputs added to the stored listing since the last walk stored.
+    patched: int = 0
+
+    def drop(self) -> None:
+        self.files = None
+        self.folders = None
+        self.folders_with_ancestors = None
+        self.walked_at = None
+        self.pending_adds = []
+        self.patched = 0
+        self.generation += 1
+
+
+def folder_sets(root, files) -> tuple[frozenset, frozenset]:
+    """``(folders, folders_with_ancestors)`` of the files listed under *root*.
+
+    Folders keep the spelling ``/gallery/subfolders`` has always answered:
+    ``str(relative.parent)`` (native separators) for the folders holding
+    files, plus every ancestor joined by ``/``.
+    """
+    # From the path strings: relative_to per file was half of a large walk.
+    sep, prefix = _root_prefix(root)
+    folders = set()
+    for path, _mtime in files:
+        rel_dir = _folder_of(root, path, sep, prefix)
+        if rel_dir:
+            folders.add(rel_dir)
+    with_ancestors = set(folders)
+    for folder in folders:
+        with_ancestors.update(_ancestors(folder))
+    return frozenset(folders), frozenset(with_ancestors)
+
+
+def add_folder(root, path, folders, with_ancestors) -> tuple[frozenset, frozenset]:
+    """Both folder sets once *path* is listed too (the same sets when it adds none)."""
+    sep, prefix = _root_prefix(root)
+    rel_dir = _folder_of(root, path, sep, prefix)
+    if not rel_dir or rel_dir in folders:
+        return folders, with_ancestors
+    return folders | {rel_dir}, with_ancestors | {rel_dir, *_ancestors(rel_dir)}
+
+
+def _root_prefix(root) -> tuple[str, str]:
+    # The separator is the path flavour's own (tests use PureWindowsPath).
+    sep = str(type(root)("a", "b"))[1]
+    prefix = str(root)
+    if not prefix.endswith(sep):
+        prefix += sep
+    return sep, prefix
+
+
+def _folder_of(root, path, sep, prefix) -> str:
+    """The folder ``/gallery/subfolders`` names for *path*; "" for the root."""
+    text = str(path)
+    if text.startswith(prefix):
+        rel_dir = text[len(prefix) :].rpartition(sep)[0]
+    else:
+        rel_dir = str(path.relative_to(root).parent)
+    return "" if rel_dir == "." else rel_dir
+
+
+def _ancestors(folder: str) -> list[str]:
+    parts = folder.replace("\\", "/").split("/")
+    return ["/".join(parts[:i]) for i in range(1, len(parts))]
+
+
+def relative_part(resolved_root: str, path, pathmod=os.path) -> str | None:
+    """The part of the resolved *path* below *resolved_root*, as a walk spells it.
+
+    Kept in *path*'s own case (``realpath`` gives a file's on-disk case on
+    Windows) with the native separator. None when *path* is not below the
+    root, or when the case folding changed the length so the slice would
+    not be exact.
+    """
+    sep = pathmod.sep
+    text = str(path)
+    if sep == "\\":
+        text = _plain(text.replace("/", sep), pathmod)
+    folded = pathmod.normcase(text)
+    prefix = _plain(resolved_root, pathmod)
+    if not prefix.endswith(sep):
+        prefix += sep
+    if len(folded) != len(text) or not folded.startswith(prefix):
+        return None
+    relative = text[len(prefix) :]
+    if any(part in ("", ".", "..") for part in relative.split(sep)):
+        return None
+    return relative
+
+
+def insert_entry(files: list, entry: tuple, max_files: int) -> list | None:
+    """A new listing with *entry* ``(path, mtime)`` where a walk would list it.
+
+    *files* is newest first; an entry for the same path is replaced. Returns
+    *files* itself when it already holds *entry*, and None when the place is
+    not exact: another file has the same mtime (a walk orders those by its
+    own visit order), or the listing is at the walk's *max_files* cap.
+    Blocking (one pass over *files*): run it in the executor.
+    """
+    path, mtime = entry
+    text = str(path)
+    kept = files
+    for index, (listed, listed_mtime) in enumerate(files):
+        if str(listed) == text:
+            if listed_mtime == mtime:
+                return files
+            kept = files[:index] + files[index + 1 :]
+            break
+    else:
+        if len(files) >= max_files:
+            return None
+    index = bisect_left(kept, -mtime, key=lambda item: -item[1])
+    if index < len(kept) and kept[index][1] == mtime:
+        return None
+    return [*kept[:index], entry, *kept[index:]]
+
+
+# A listing that differs from the cached one by more entries than this is
+# rebuilt in full by the workspace caches (listing_delta).
+MAX_DELTA = 256
+
+
+def listing_delta(old: list, new: list, limit: int = MAX_DELTA):
+    """``(added, removed)`` entries from *old* to *new*, or None past *limit*.
+
+    A listing patched by ``insert_entry`` shares every unchanged entry object
+    with the one it came from, so entries are told apart by identity: a walk
+    builds new tuples, shares none and is rebuilt in full. *old* must still
+    be alive (the
+    caller's cache holds it), so no identity was reused.
+    """
+    if abs(len(new) - len(old)) > limit:
+        return None
+    old_ids = set(map(id, old))
+    added = []
+    for entry in new:
+        if id(entry) not in old_ids:
+            added.append(entry)
+            if len(added) > limit:
+                return None
+    if new and len(added) == len(new):
+        return None  # nothing shared: a walk
+    if len(old) + len(added) == len(new):
+        return added, []
+    new_ids = set(map(id, new))
+    return added, [entry for entry in old if id(entry) not in new_ids]
+
+
+def rewalk_interval(last_duration) -> float:
+    """Seconds from a walk's start to the next background walk of its root."""
+    scaled = REWALK_FACTOR * (last_duration or 0.0)
+    return min(REWALK_CAP, max(REWALK_FLOOR, scaled))
+
+
+def root_contains(resolved_root: str, path, pathmod=os.path) -> bool:
+    """True when the resolved *path* lies under *resolved_root* (no file I/O).
+
+    *resolved_root* is already ``normcase``d; *path* is folded the same way,
+    so Windows matches case-insensitively and with either separator. The
+    match ends at a separator: ``/out2/x.png`` is not under ``/out``.
+    """
+    target = _plain(pathmod.normcase(str(path)), pathmod)
+    prefix = _plain(resolved_root, pathmod)
+    if not prefix.endswith(pathmod.sep):
+        prefix += pathmod.sep
+    return target.startswith(prefix)
+
+
+def _plain(path: str, pathmod) -> str:
+    """*path* (normcased or not) without a Windows extended-length prefix.
+
+    ``realpath`` may keep ``\\\\?\\`` on a file past MAX_PATH while its shorter
+    root resolves without it.
+    """
+    if pathmod.sep != "\\":
+        return path
+    if path[:8].lower() == "\\\\?\\unc\\":
+        return "\\\\" + path[8:]
+    if path.startswith("\\\\?\\"):
+        return path[4:]
+    return path
+
+
+def resolve_root(root) -> str:
+    """``normcase(realpath(root))``, the spelling monitor paths are matched in.
+
+    File I/O (realpath follows links): call it in the executor.
+    """
+    return os.path.normcase(os.path.realpath(str(root)))
+
+
+def same_listing(old, new) -> bool:
+    """True when two listings hold the same ``(path, mtime)`` pairs in order."""
+    if old is None or new is None:
+        return False
+    return old is new or old == new
+
+
+def walk_root(
+    scan_fn: Callable[[PurePath], list], root, previous_files
+) -> tuple[list, frozenset, frozenset, str]:
+    """The single executor job of a walk.
+
+    Returns ``(files, folders, with_ancestors, resolved_root)``.
+
+    Opens the root first, so a missing or unreadable root raises ``OSError``
+    instead of listing nothing. Returns *previous_files* itself when nothing
+    changed, which keeps the identity-keyed caches built on it warm.
+    """
+    with os.scandir(root):
+        pass
+    files = scan_fn(root)
+    if same_listing(previous_files, files):
+        files = previous_files
+    folders, with_ancestors = folder_sets(root, files)
+    return files, folders, with_ancestors, resolve_root(root)

py/api/inspection_service.py

@@ -129,8 +129,9 @@ def inspect_current_file(
         profile = (
             PREVIEW_INSPECTION_PROFILE if _in_host_temp(path) else INSPECTION_PROFILE
         )
+        # The file name anchors on the saver that wrote it (#381).
         evidence = inspect_prompt_evidence(
-            inspection.metadata, role_saved, profile=profile
+            inspection.metadata, role_saved, profile=profile, file_name=path.name
         )
     return {
         "file": {

py/api/job_routes.py

@@ -130,6 +130,14 @@ class JobRoutesMixin:
         async def start_image_tag_job_route(request):
             return await self.start_image_tag_job(request)
 
+        @routes.post("/prompt_manager/jobs/model-download")
+        async def start_model_download_job_route(request):
+            return await self.start_model_download_job(request)
+
+        @routes.post("/prompt_manager/jobs/autotag")
+        async def start_autotag_job_route(request):
+            return await self.start_autotag_job(request)
+
         @routes.post("/prompt_manager/jobs/thumbnails")
         async def start_thumbnail_job_route(request):
             return await self.start_thumbnail_job(request)

py/api/jobs.py

@@ -87,6 +87,8 @@ SCAN_GROUPS = {
 # Record-changing: it writes image tag sets and new vocabulary names.
 IMAGE_TAG_JOB_KIND = "image-tags"
 IMAGE_TAG_GROUP_NAMES = ("tagged", "unchanged", "skipped", "errors")
+# Tag output images (#328) counts its prompts the same way.
+AUTOTAG_GROUP_NAMES = IMAGE_TAG_GROUP_NAMES
 
 # Thumbnail generation (#249 System S5): previews written, already fresh, failed.
 THUMBNAIL_GROUP_NAMES = ("generated", "skipped", "errors")
@@ -109,6 +111,8 @@ DUPLICATE_CLEANUP_JOB_KIND = "duplicate_cleanup"
 THUMBNAILS_JOB_KIND = "thumbnails"
 LORA_IMPORT_JOB_KIND = "lora_import"
 AUTOTAG_BATCH_JOB_KIND = "autotag"
+# A tagging model download (#328): read admission, not cancellable.
+MODEL_DOWNLOAD_JOB_KIND = "model_download"
 # Duplicate image files (#249 System S6, py/api/duplicate_files.py): the
 # find is a cancellable ``read`` job; the reviewed removal is ``records``.
 DUPLICATES_JOB_KIND = "duplicates"

py/api/library.py

@@ -234,9 +234,22 @@ class LibraryRoutesMixin:
         )
 
     def _library_media(
-        self, records: list[dict], roots: list[Path], *, linked: bool = True
+        self,
+        records: list[dict],
+        roots: list[Path],
+        *,
+        linked: bool = True,
+        outputs: int | None = None,
     ) -> list[dict]:
+        """Workspace descriptors for a prompt's linked media under ``roots``.
+
+        Roots from index ``outputs`` on are linked-only (LoRA media, #355):
+        their media keeps its rooted identity, but gets no preview file (the
+        card loads the original; a video shows its label), no favorite star
+        and is marked ``linked_only`` (no Tag action).
+        """
         page = []
+        linked_only = set()
         for record in records:
             try:
                 raw_path = Path(record["image_path"])
@@ -250,10 +263,25 @@ class LibraryRoutesMixin:
                     canonical_root = _canonical(root)
                     if path.is_relative_to(canonical_root):
                         page.append((path, 0, canonical_root, index))
+                        if outputs is not None and index >= outputs:
+                            relative = path.relative_to(canonical_root).as_posix()
+                            linked_only.add((index, relative))
                         break
             except (OSError, ValueError, RuntimeError):
                 continue
-        return self._format_workspace_page(page, linked=linked)
+        images = self._format_workspace_page(page, linked=linked)
+        for image in images:
+            if (image["root_index"], image["path"]) in linked_only:
+                image["thumbnail_url"] = None
+                image["thumbnail_ready"] = False
+                image["linked_only"] = True
+                image.pop("favorite", None)
+        return images
+
+    def _library_roots(self) -> tuple[list[Path], int]:
+        """``(roots, number of output roots)`` for a prompt's linked media."""
+        outputs = list(self._get_all_output_dirs())
+        return self._media_roots(outputs), len(outputs)
 
     @pair_response
     async def get_library_options(self, request: web.Request) -> web.Response:
@@ -294,13 +322,13 @@ class LibraryRoutesMixin:
             return result, records
 
         result, records = await self._run_in_executor(read)
-        roots = list(self._get_all_output_dirs())
 
         def previews() -> None:
+            roots, outputs = self._library_roots()
             for parent in result["items"]:
                 # Previews belong to their parent; a per-parent link read is N+1.
                 parent["previews"] = self._library_media(
-                    records[parent["id"]], roots, linked=False
+                    records[parent["id"]], roots, linked=False, outputs=outputs
                 )
 
         await self._run_in_executor(previews)
@@ -342,9 +370,9 @@ class LibraryRoutesMixin:
         result, records = await self._run_in_executor(read)
         if result is None:
             return _missing()
-        roots = list(self._get_all_output_dirs())
+        roots, outputs = await self._run_in_executor(self._library_roots)
         result["positive"]["previews"] = await self._run_in_executor(
-            self._library_media, records, roots
+            lambda: self._library_media(records, roots, outputs=outputs)
         )
         return web.json_response({"success": True, **result})
 
@@ -358,7 +386,7 @@ class LibraryRoutesMixin:
         archive = _archive_scope(request)
         limit = _page_limit(request)
         cursor = request.query.get("cursor")
-        roots = list(self._get_all_output_dirs())
+        roots, outputs = await self._run_in_executor(self._library_roots)
         canonical_roots = [str(_canonical(root)) for root in roots]
 
         def read() -> dict | None:
@@ -391,7 +419,7 @@ class LibraryRoutesMixin:
         if result is None:
             return _missing()
         result["images"] = await self._run_in_executor(
-            self._library_media, result["images"], roots
+            lambda: self._library_media(result["images"], roots, outputs=outputs)
         )
         return web.json_response({"success": True, **result})
 

py/api/log_cleanup.py

@@ -0,0 +1,207 @@
+"""Reviewed rotated-log cleanup as a maintenance plan (#329 System S12).
+
+``POST /prompt_manager/maintenance/preview {operation: "rotated_logs",
+options: {}}`` lists the rotated copies of the active log that Rule R allows
+(``utils/logging_config.py``: ``prompt_manager.log.<n>`` regular files that
+are not links, directly in the log folder) and writes nothing. The plan keeps
+each copy's name, size, ``mtime_ns`` and inode under its token; the response
+is the maintenance ``Plan`` shape with basenames only, a ``none`` backup
+policy (no library record changes) and no ``disk`` key.
+
+``POST /prompt_manager/maintenance/apply {token}`` starts a ``maintenance``
+job titled "Rotated log copies" with admission ``read``: it may run beside a
+scan and is refused only beside another maintenance job or an ``exclusive``
+one. The job deletes exactly the reviewed copies under the logger's files
+lock and the file handler's lock, or nothing, failing ``plan-changed``, when
+any of them is missing, is no longer a rotated copy or differs in size,
+``mtime_ns`` or inode. A copy that cannot be deleted (open in another program
+on Windows) is an ``errors`` row; the others are deleted.
+"""
+
+import datetime
+import json
+
+from aiohttp import web
+
+try:
+    from ...utils.logging_config import RotatedChanged, rotated_sort_key
+except ImportError:  # loaded as the top-level ``py`` package (tests)
+    from utils.logging_config import RotatedChanged, rotated_sort_key
+
+from .jobs import MAINTENANCE_JOB_KIND
+from .maintenance_plans import ScopeTooLarge
+
+ROTATED_LOGS = "rotated_logs"
+LOG_CLEANUP_TITLE = "Rotated log copies"
+LOGS_CHANGED = (
+    "The log files changed since the review; nothing was deleted. Review again."
+)
+LOG_CLEANUP_FAILED = "The log cleanup failed."
+TOO_MANY_LOG_FILES = "Too many log files to review at once."
+LOG_CLEANUP_MEDIA = (
+    "Deletes only the listed log files. No image, video or library record changes."
+)
+_GROUPS = ("changed", "protected", "errors")
+
+
+def size_label(size):
+    """``1000 bytes``, ``2.0 KB``, ``10.0 MB`` or ``1.2 GB`` (1 KB = 1024 bytes)."""
+    size = max(0, int(size or 0))
+    if size < 1024:
+        return f"{size} {'byte' if size == 1 else 'bytes'}"
+    for unit, scale in (("KB", 2**10), ("MB", 2**20)):
+        if size < scale * 1024:
+            return f"{size / scale:.1f} {unit}"
+    return f"{size / 2**30:.1f} GB"
+
+
+def time_label(mtime_ns):
+    """The local modification time as ``YYYY-MM-DD HH:MM``."""
+    try:
+        moment = datetime.datetime.fromtimestamp(mtime_ns / 1e9)
+    except (OSError, OverflowError, ValueError):  # a time before 1970 on Windows
+        return "unknown time"
+    return moment.strftime("%Y-%m-%d %H:%M")
+
+
+def _count(count, singular, plural):
+    return f"{count} {singular if count == 1 else plural}"
+
+
+def _protected_reasons(rows):
+    """The plan's Protected reasons: what the cleanup keeps, zero counts left out."""
+    active = sum(1 for row in rows if row["kind"] == "active")
+    links = sum(1 for row in rows if row["kind"] == "link")
+    other = sum(1 for row in rows if row["kind"] == "other")
+    reasons = []
+    if active:
+        reasons.append("Kept: the active log")
+    if links:
+        reasons.append(f"Kept: {_count(links, 'link', 'links')}")
+    if other:
+        reasons.append(f"Kept: {_count(other, 'other file', 'other files')}")
+    return active + links + other, reasons
+
+
+def _scope_label(files):
+    if not files:
+        return "No rotated log copies"
+    total = sum(row["size"] for row in files)
+    return (
+        f"{_count(len(files), 'rotated log copy', 'rotated log copies')}"
+        f" · {size_label(total)}"
+    )
+
+
+class LogCleanupMixin:
+    """The ``rotated_logs`` maintenance plan and its job.
+
+    The logger manager is reached only through ``_get_logger_manager``
+    (``logging_routes.py``), so the tests can point it at a temporary folder.
+    """
+
+    async def preview_log_cleanup(self):
+        """The ``rotated_logs`` plan (runs inside the preview's lease)."""
+        from . import maintenance
+
+        manager = self._get_logger_manager()
+        try:
+            rows = await self._run_in_executor(manager.scan_log_folder)
+        except Exception:
+            self.logger.exception("Rotated log review failed")
+            return maintenance._failure("Failed to review maintenance", 500)
+        rotated = sorted(
+            (row for row in rows if row["kind"] == "rotated"),
+            key=rotated_sort_key,
+        )
+        files = [
+            {
+                "name": row["name"],
+                "size": row["size"],
+                "mtime_ns": row["mtime_ns"],
+                "ino": row["ino"],
+            }
+            for row in rotated
+        ]
+        protected, reasons = _protected_reasons(rows)
+        store = self._maintenance_plans
+        try:
+            token = store.issue(
+                ROTATED_LOGS,
+                json.dumps(files, sort_keys=True),
+                {"files": files, "protected": protected},
+                (),
+            )
+        except ScopeTooLarge:
+            return maintenance._failure(TOO_MANY_LOG_FILES, 413, "too-large")
+        plan = store.peek(token, ROTATED_LOGS)
+        return web.json_response(
+            {
+                "success": True,
+                "token": token,
+                "operation": ROTATED_LOGS,
+                "expires_at": maintenance._iso(plan.expires_at),
+                "scope": {"count": len(files), "label": _scope_label(files)},
+                "protected": {"count": protected, "reasons": reasons},
+                "backup": {
+                    "policy": "none",
+                    "destination_label": None,
+                    "expected_bytes": None,
+                },
+                "media": {"deletes_files": True, "label": LOG_CLEANUP_MEDIA},
+                "details": [
+                    {
+                        "label": row["name"],
+                        "detail": (
+                            f"{size_label(row['size'])} · {time_label(row['mtime_ns'])}"
+                        ),
+                    }
+                    for row in files
+                ],
+            },
+            headers={"Cache-Control": "no-store"},
+        )
+
+    def _start_log_cleanup(self, plan):
+        """Register the cleanup job (on the loop); raises JobBusy when refused."""
+        return self._jobs.start(
+            MAINTENANCE_JOB_KIND,
+            LOG_CLEANUP_TITLE,
+            admission="read",
+            cancellable=False,
+            scope={"operation": ROTATED_LOGS},
+            groups=_GROUPS,
+            runner=lambda job: self._run_log_cleanup(job, plan),
+        )
+
+    async def _run_log_cleanup(self, job, plan):
+        from . import maintenance
+
+        files = plan.payload["files"]
+        sizes = {row["name"]: row["size"] for row in files}
+        job.update(total=len(files), status_line="Deleting rotated log copies")
+        manager = self._get_logger_manager()
+        try:
+            result = await self._run_in_executor(manager.delete_rotated, files)
+        except RotatedChanged:
+            return maintenance._fail_job(job, "plan-changed", LOGS_CHANGED)
+        except Exception:
+            self.logger.exception("Rotated log cleanup failed")
+            return maintenance._fail_job(job, None, LOG_CLEANUP_FAILED)
+        for name in result["removed"]:
+            detail = f"Deleted · {size_label(sizes.get(name, 0))}"
+            job.record(
+                "changed", {"path": name, "detail": detail}, f"- {name} · {detail}"
+            )
+        for name, error in result["failed"]:
+            detail = self._public_error(error)
+            job.record(
+                "errors", {"path": name, "detail": detail}, f"! {name} · {detail}"
+            )
+        job.record_counted("protected", plan.payload["protected"])
+        removed, failed = len(result["removed"]), len(result["failed"])
+        line = f"Deleted {_count(removed, 'rotated log copy', 'rotated log copies')}"
+        if failed:
+            line += f", {failed} could not be deleted"
+        job.log_line(line)
+        job.update(processed=len(files), progress=100, status_line=line)

py/api/logging_routes.py

@@ -1,6 +1,13 @@
-"""Logging API routes for PromptManager."""
+"""Logging API routes for PromptManager.
+
+Every route that names a log file goes through Rule R (#329,
+``utils/logging_config.py``): a download is served only for a regular,
+non-link file listed directly in the log folder, and Clear deletes only
+rotated copies. File work runs off the event loop.
+"""
 
 import os
+import stat
 
 from aiohttp import web
 
@@ -85,6 +92,41 @@ def _validate_log_config(data):
     return clean, None
 
 
+def _read_log_bytes(path):
+    """The whole file at ``path``, opened without following a link (blocking).
+
+    The file is checked again through the open handle: a regular file with
+    one name and, when ``path`` carries it, the inode it was listed with. A
+    name swapped for a link or another file after it was listed, or a hard
+    link to a file elsewhere, is refused as missing. The handle is closed
+    before this returns.
+    """
+    flags = os.O_RDONLY | getattr(os, "O_BINARY", 0) | getattr(os, "O_NOFOLLOW", 0)
+    # A FIFO swapped in after the listing must not block the executor thread.
+    flags |= getattr(os, "O_NONBLOCK", 0)
+    try:
+        fd = os.open(str(path), flags)
+    except OSError as error:
+        if getattr(os, "O_NOFOLLOW", 0) and os.path.islink(str(path)):
+            raise FileNotFoundError("Log file not found") from error
+        raise
+    listed_ino = getattr(path, "listed_ino", 0)
+    with os.fdopen(fd, "rb") as handle:
+        opened = os.fstat(handle.fileno())
+        if (
+            not stat.S_ISREG(opened.st_mode)
+            or opened.st_nlink > 1  # a hard link to a file elsewhere
+            or (listed_ino and opened.st_ino and opened.st_ino != listed_ino)
+        ):
+            raise FileNotFoundError("Log file not found")
+        return handle.read()
+
+
+def _download(logger_manager, filename):
+    """``bytes`` of a downloadable log file; FileNotFoundError otherwise."""
+    return _read_log_bytes(logger_manager.log_file_entry(filename))
+
+
 class LoggingRoutesMixin:
     """Mixin providing logging-related API endpoints."""
 
@@ -195,16 +237,16 @@ class LoggingRoutesMixin:
                     {"success": False, "error": "Invalid filename"}, status=400
                 )
 
-            log_file_path = logger_manager.log_dir / filename
-
-            if not log_file_path.exists():
+            try:
+                file_content = await self._run_in_executor(
+                    _download, logger_manager, filename
+                )
+            except FileNotFoundError:
+                # Missing, a link, a folder or not listed: all read as absent.
                 return web.json_response(
                     {"success": False, "error": "Log file not found"}, status=404
                 )
 
-            with open(log_file_path, "rb") as f:
-                file_content = f.read()
-
             return web.Response(
                 body=file_content,
                 content_type="text/plain",
@@ -224,7 +266,7 @@ class LoggingRoutesMixin:
         """Truncate all log files."""
         try:
             logger_manager = self._get_logger_manager()
-            results = logger_manager.truncate_logs()
+            results = await self._run_in_executor(logger_manager.truncate_logs)
 
             return web.json_response(
                 {
@@ -266,7 +308,7 @@ class LoggingRoutesMixin:
                 return web.json_response({"success": False, "error": error}, status=400)
 
             logger_manager = self._get_logger_manager()
-            logger_manager.update_config(clean)
+            await self._run_in_executor(logger_manager.update_config, clean)
 
             return web.json_response(
                 {

py/api/lora_import_routes.py

@@ -5,9 +5,12 @@ it lists the LoraManager metadata files and parses them, and counts the
 current imports, those a saved pair uses and the example images an import
 would download. It writes nothing and requests nothing. It answers a
 ``Plan`` (the maintenance plan's shape, ``py/api/maintenance.py``) plus
-``{lora_files, with_metadata, current_imports, blocked_by_pairs,
-planned_downloads, network:{planned_downloads, api_key}}``. A plan that saved
-pairs block carries no token (nothing can be applied).
+``{lora_files, with_metadata, skipped, with_local_media, current_imports,
+blocked_by_pairs, planned_downloads, network:{planned_downloads, api_key},
+layout}`` (#355: ``layout`` says which LoraManager settings file, storage mode
+and library the import read, and ``error`` when they cannot be used). A plan
+that saved pairs block, or whose layout is unusable, carries no token
+(nothing can be applied).
 
 ``POST /prompt_manager/lora/import/apply {token}`` starts the job (202
 ``{job}``): kind ``lora_import``, titled "LoRA reference import", admission
@@ -31,6 +34,7 @@ import sqlite3
 from aiohttp import web
 
 from .. import lora_import, lora_utils
+from .inspection_service import SERVABLE_EXTENSIONS
 from .job_routes import busy_response
 from .jobs import LORA_IMPORT_JOB_KIND, JobBusy
 from .maintenance import (
@@ -152,8 +156,9 @@ class LoraImportRoutesMixin:
             return None, ("lora-path", _LORA_PATH_ERROR)
         return allowed, None
 
-    async def stage_lora_import(self, files, *, on_record=None, cancelled=None):
-        """Stage ``files`` off the loop: records, skips and download counts."""
+    async def stage_lora_import(self, discovery, *, on_record=None, cancelled=None):
+        """Stage ``discovery``'s sidecars off the loop: records, skips and
+        download counts."""
         from ..config import IntegrationConfig
 
         cache_dir = await self._run_in_executor(lora_utils.get_lora_image_cache_dir)
@@ -166,9 +171,10 @@ class LoraImportRoutesMixin:
 
         return await self._run_in_executor(
             lambda: lora_import.stage(
-                files,
+                discovery,
                 cache_dir,
                 IntegrationConfig.CIVITAI_API_KEY,
+                media_extensions=SERVABLE_EXTENSIONS,
                 on_record=report,
                 cancelled=cancelled or (lambda: False),
                 logger=self.logger,
@@ -176,8 +182,8 @@ class LoraImportRoutesMixin:
         )
 
     async def lora_files_unchanged(self, lm_path, expected):
-        """Whether the metadata files under ``lm_path`` still fingerprint as
-        ``expected`` (listed again, so an added file counts too)."""
+        """Whether LoraManager's sidecars for ``lm_path`` still fingerprint as
+        ``expected`` (found again, so an added file counts too)."""
 
         def current():
             return lora_import.fingerprint(lora_import.discover(lm_path))
@@ -188,8 +194,13 @@ class LoraImportRoutesMixin:
             return False
 
     async def replace_lora_imports(self, db, staged, *, expected_ids, allow_empty):
-        """Swap the collection for ``staged.records`` in one transaction."""
-        return await self._run_in_executor(
+        """Swap the collection for ``staged.records`` in one transaction.
+
+        Then the image routes' layout cache is dropped (#362): the import may
+        have linked files under a folder LoraManager created after the cache
+        stored its layout (its first example-image download creates one).
+        """
+        result = await self._run_in_executor(
             lambda: db.replace_category_prompts(
                 CATEGORY,
                 staged.records,
@@ -197,6 +208,8 @@ class LoraImportRoutesMixin:
                 allow_empty=allow_empty,
             )
         )
+        lora_utils.clear_layout_cache()
+        return result
 
     # ── preview ───────────────────────────────────────────────────────
 
@@ -220,8 +233,22 @@ class LoraImportRoutesMixin:
             cache_dir = await self._run_in_executor(
                 lambda: lora_utils.get_lora_image_cache_dir(create=False)
             )
-            found = await self._run_in_executor(lora_import.preview, lm_path, cache_dir)
+            found = await self._run_in_executor(
+                lora_import.preview, lm_path, cache_dir, SERVABLE_EXTENSIONS
+            )
             state = await self._run_in_executor(db.category_import_state, CATEGORY)
+        except OSError as error:
+            # A folder discovery cannot list refuses the import (it must not
+            # replace the collection with part of it): say which one.
+            self.logger.warning(
+                f"LoRA import review: a folder could not be listed: {error}"
+            )
+            return _failure(
+                f"A LoRA folder could not be listed ({self._public_error(error)}). "
+                "Nothing was changed.",
+                500,
+                "folder-unreadable",
+            )
         except Exception:
             self.logger.exception("LoRA import preview failed")
             return _failure("The LoRA import could not be reviewed.", 500)
@@ -248,7 +275,9 @@ class LoraImportRoutesMixin:
             return _failure("The LoRA import could not be reviewed.", 500)
         token = None
         expires_at = None
-        if not blocked:
+        layout = found["layout"]
+        # An unusable LoraManager layout found nothing it may replace with.
+        if not blocked and layout["error"] is None:
             payload = {
                 "path": lm_path,
                 "fingerprint": found["fingerprint"],
@@ -280,6 +309,9 @@ class LoraImportRoutesMixin:
                 "expires_at": expires_at,
                 "lora_files": found["lora_files"],
                 "with_metadata": found["with_metadata"],
+                "skipped": found["skipped"],
+                "with_local_media": found["with_local_media"],
+                "layout": layout,
                 "current_imports": current,
                 "blocked_by_pairs": blocked,
                 "planned_downloads": downloads,
@@ -342,8 +374,8 @@ class LoraImportRoutesMixin:
             store.discard(token)
             return _failure(INTEGRATION_CHANGED, 409, "plan-changed")
         try:
-            files = await self._run_in_executor(lora_import.discover, lm_path)
-            now = await self._run_in_executor(lora_import.fingerprint, files)
+            discovery = await self._run_in_executor(lora_import.discover, lm_path)
+            now = await self._run_in_executor(lora_import.fingerprint, discovery)
             backup = self._backup_promised(plan)
             _disk, short, _size = await self._run_in_executor(
                 disk_plan, db.model.db_path, backup=backup, vacuum=False
@@ -367,9 +399,14 @@ class LoraImportRoutesMixin:
                 lora_import.JOB_TITLE,
                 admission="records",
                 cancellable=True,
-                scope={"operation": LORA_OPERATION, "lora_files": len(files)},
+                scope={
+                    "operation": LORA_OPERATION,
+                    "lora_files": len(discovery.sidecars),
+                },
                 groups=lora_import.GROUPS,
-                runner=lambda job: self._run_lora_import(job, db, plan, files, backup),
+                runner=lambda job: self._run_lora_import(
+                    job, db, plan, discovery, backup
+                ),
             )
         except JobBusy as busy:
             return busy_response(busy)
@@ -378,8 +415,8 @@ class LoraImportRoutesMixin:
 
     # ── the job ───────────────────────────────────────────────────────
 
-    async def _run_lora_import(self, job, db, plan, files, backup_on):
-        total = len(files)
+    async def _run_lora_import(self, job, db, plan, discovery, backup_on):
+        total = len(discovery.sidecars)
         job.update(total=total, status_line="Preparing LoRA records")
         job.log_line(f"Found {_count(total, 'LoRA metadata file')}")
 
@@ -393,7 +430,7 @@ class LoraImportRoutesMixin:
 
         try:
             staged = await self.stage_lora_import(
-                files, on_record=on_record, cancelled=lambda: job.cancelled
+                discovery, on_record=on_record, cancelled=lambda: job.cancelled
             )
         except lora_import.ImportCancelled:
             job.log_line(f"{CANCELLED} {CACHE_NOTE}")

py/api/lora_integration.py

@@ -50,6 +50,15 @@ _IMPORTS_CHANGED = (
 )
 
 
+class LoraSettingsUnusable(Exception):
+    """LoraManager's settings cannot be used; nothing was imported (#355)."""
+
+    def __init__(self, reason):
+        super().__init__(
+            f"LoraManager settings: not usable: {reason}. Nothing was changed."
+        )
+
+
 class LoraFilesChanged(Exception):
     """A metadata file changed, appeared or went while the legacy scan staged."""
 
@@ -398,13 +407,19 @@ class LoraIntegrationMixin:
             return
         if isinstance(error, PlanChanged):
             message = _IMPORTS_CHANGED
-        elif isinstance(error, LoraFilesChanged):
+        elif isinstance(error, (LoraFilesChanged, LoraSettingsUnusable)):
             message = str(error)
         else:
             message = self._public_error(error)
         if isinstance(
             error,
-            (PlanChanged, LoraFilesChanged, EmptyReplacement, PairDependencyError),
+            (
+                PlanChanged,
+                LoraFilesChanged,
+                LoraSettingsUnusable,
+                EmptyReplacement,
+                PairDependencyError,
+            ),
         ):
             self.logger.warning(f"LoRA scan refused: {message}")
         else:
@@ -432,8 +447,11 @@ class LoraIntegrationMixin:
                 "progress": 2,
             }
         )
-        files = await self._run_in_executor(lora_import.discover, lm_path)
-        total = len(files)
+        discovery = await self._run_in_executor(lora_import.discover, lm_path)
+        if discovery.layout.error is not None:
+            raise LoraSettingsUnusable(discovery.layout.error)
+        sidecars = discovery.sidecars
+        total = len(sidecars)
         await send_progress(
             {
                 "type": "progress",
@@ -443,7 +461,7 @@ class LoraIntegrationMixin:
             }
         )
 
-        reviewed = await self._run_in_executor(lora_import.fingerprint, files)
+        reviewed = await self._run_in_executor(lora_import.fingerprint, discovery)
         events = asyncio.Queue()
         state = await self._run_in_executor(
             self.db.category_import_state, lora_import.LORA_CATEGORY
@@ -467,7 +485,7 @@ class LoraIntegrationMixin:
                 )
                 if not existing:
                     counts["imported"] += 1
-            status = record["name"] if record else files[index].name
+            status = record["name"] if record else sidecars[index].metadata_path.name
             if record and record["images"]:
                 status += f" ({len(record['images'])} images)"
             await send_progress(
@@ -490,7 +508,7 @@ class LoraIntegrationMixin:
         stop = threading.Event()
         staging = asyncio.ensure_future(
             self.stage_lora_import(
-                files,
+                discovery,
                 on_record=on_record,
                 cancelled=lambda: stop.is_set() or disconnected(),
             )

py/api/maintenance.py

@@ -2,7 +2,9 @@
 
 ``POST /prompt_manager/maintenance/preview {operation, options:{}}`` reviews
 one operation (``duplicate_prompts``, ``optimize``, ``unused_components`` or
-``missing_links``; ``database/maintenance.py``) off the event loop and
+``missing_links``; ``database/maintenance.py``; ``duplicate_files``,
+``py/api/duplicate_files.py``; ``rotated_logs``, the rotated log copies,
+``py/api/log_cleanup.py``, which has its own apply job) off the event loop and
 answers a ``Plan``: ``{success, token, operation, expires_at, scope:{count,
 label}, protected:{count, reasons}, backup:{policy, destination_label},
 media:{deletes_files, label}, details:[≤50 {label, detail}]}``. The preview
@@ -54,6 +56,7 @@ from aiohttp import web
 from .admin import _prune_safety_backups, _scan_location, _scan_roots
 from .job_routes import busy_response
 from .jobs import MAINTENANCE_JOB_KIND, JobBusy
+from .log_cleanup import ROTATED_LOGS
 from .maintenance_plans import PlanExpired, PlanUsed, ScopeTooLarge
 
 try:
@@ -83,7 +86,8 @@ MAINTENANCE_PREVIEW_LEASE = "Maintenance preview"
 DUPLICATE_PREVIEW_BODY_MAX = 1024 * 1024
 DUPLICATE_FILES = "duplicate_files"
 WORKFLOW_STORAGE = "workflow_storage"  # applied by py/api/workflow_storage.py
-PREVIEW_OPERATIONS = MAINTENANCE_OPERATIONS + (DUPLICATE_FILES,)
+# rotated_logs (#329, py/api/log_cleanup.py) reviews log files, not records.
+PREVIEW_OPERATIONS = MAINTENANCE_OPERATIONS + (DUPLICATE_FILES, ROTATED_LOGS)
 # Room left over beyond what a step writes, so a disk is never filled to 0.
 DISK_MARGIN_BYTES = 16 * 2**20
 # The concept's Maintenance row titles, which name each operation's job.
@@ -391,6 +395,8 @@ class MaintenanceRoutesMixin:
             return await self.preview_duplicate_files(options)
         if not isinstance(options, dict) or options:
             return _invalid(f"{operation} takes no options")
+        if operation == ROTATED_LOGS:
+            return await self.preview_log_cleanup()
         db = self.db
         identity = self._database_identity(db)
         try:
@@ -492,6 +498,17 @@ class MaintenanceRoutesMixin:
         if refused is not None:
             return refused
         store = self._maintenance_plans
+        if plan.operation == ROTATED_LOGS:
+            # Log files only: no database identity, backup or disk check.
+            try:
+                job = self._start_log_cleanup(plan)
+            except JobBusy as busy:
+                return busy_response(busy)  # the token stays usable
+            # Same loop turn as the peek and the start: the runner has not run.
+            store.consume(token, plan.operation, job_id=job.id)
+            return web.json_response(
+                {"success": True, "job": job.summary()}, status=202
+            )
         db = self.db
         if plan.db_identity != self._database_identity(db):
             store.discard(token)

py/api/settings_routes.py

@@ -47,11 +47,23 @@ _SETTINGS_FILE_KEYS = {
     "THUMBNAIL_FORMAT": ("thumbnails", "format"),
     "THUMBNAIL_QUALITY": ("thumbnails", "quality"),
     "THUMBNAIL_EDGE": ("thumbnails", "edge"),
+    # The one tagging configuration (#328), published to AutotagConfig.
+    "AUTOTAG_MODEL_TYPE": ("autotag", "defaults", "model_type"),
+    "AUTOTAG_EXISTING": ("autotag", "defaults", "existing"),
+    "AUTOTAG_GENERAL_THRESHOLD": ("autotag", "defaults", "general_threshold"),
+    "AUTOTAG_CHARACTER_THRESHOLD": ("autotag", "defaults", "character_threshold"),
+    "AUTOTAG_TEMPLATE": ("autotag", "defaults", "template"),
+    "AUTOTAG_SUGGESTION_LIMIT": ("autotag", "defaults", "suggestion_limit"),
 }
 # The thumbnail settings a running Convert outdated job fixes (#317).
 _THUMBNAIL_SETTINGS = ("THUMBNAIL_FORMAT", "THUMBNAIL_QUALITY", "THUMBNAIL_EDGE")
 # Attributes that live on GalleryConfig; the others on PromptManagerConfig.
 _GALLERY_SETTINGS = frozenset({"MONITORING_ENABLED"})
+# Attributes that live on AutotagConfig, named without the AUTOTAG_ prefix.
+_AUTOTAG_SETTINGS = frozenset(
+    name for name in _SETTINGS_FILE_KEYS if name.startswith("AUTOTAG_")
+)
+_AUTOTAG_PREFIX = "AUTOTAG_"
 SOURCE_CHANGE_JOB_KIND = "source_change"
 SOURCE_CHANGE_JOB_TITLE = "Source change"
 
@@ -151,6 +163,63 @@ def _set_nested(config, sections, key, value):
     config[sections[0]] = merged
 
 
+def _validate_autotag_settings(data):
+    """The ``autotag_*`` settings as ``{AUTOTAG_ATTR: value}``.
+
+    The first bad value raises ValueError with a message that names the
+    setting by its label in System › Auto-tagging.
+    """
+    from ..config import (
+        EXISTING_POLICIES,
+        MAX_SUGGESTION_LIMIT,
+        MODEL_TYPES,
+        validate_saved_threshold,
+        validate_template,
+    )
+
+    updates = {}
+    if "autotag_model_type" in data:
+        value = data["autotag_model_type"]
+        if not isinstance(value, str) or value not in MODEL_TYPES:
+            raise ValueError(
+                "Tagging model must be one of " + ", ".join(sorted(MODEL_TYPES)) + "."
+            )
+        updates["AUTOTAG_MODEL_TYPE"] = value
+    if "autotag_existing" in data:
+        value = data["autotag_existing"]
+        if not isinstance(value, str) or value not in EXISTING_POLICIES:
+            raise ValueError(
+                "Existing tags must be skip, merge or replace_after_review."
+            )
+        updates["AUTOTAG_EXISTING"] = value
+    for key, label in (
+        ("autotag_general_threshold", "General-tag confidence"),
+        ("autotag_character_threshold", "Character-tag confidence"),
+    ):
+        if key in data:
+            try:
+                value = validate_saved_threshold(label, data[key])
+            except ValueError as error:
+                raise ValueError(f"{error}.") from None
+            updates[key.upper()] = value
+    if "autotag_template" in data:
+        try:
+            updates["AUTOTAG_TEMPLATE"] = validate_template(
+                data["autotag_template"], "LLM tag template"
+            )
+        except ValueError as error:
+            raise ValueError(f"{error}.") from None
+    if "autotag_suggestion_limit" in data:
+        value = data["autotag_suggestion_limit"]
+        if type(value) is not int or not 1 <= value <= MAX_SUGGESTION_LIMIT:
+            raise ValueError(
+                "Suggestions per image must be a whole number from 1 to "
+                f"{MAX_SUGGESTION_LIMIT}."
+            )
+        updates["AUTOTAG_SUGGESTION_LIMIT"] = value
+    return updates
+
+
 async def _read_json(request):
     """Parse a JSON object body through the package's capped reader."""
     from . import _read_json_body
@@ -177,7 +246,7 @@ class SettingsRoutesMixin:
     async def get_settings(self, request):
         """Get current settings."""
         try:
-            from ..config import PromptManagerConfig, GalleryConfig
+            from ..config import AutotagConfig, PromptManagerConfig, GalleryConfig
 
             root_paths = [
                 self._public_path(d) for d in GalleryConfig.MONITORING_DIRECTORIES
@@ -203,6 +272,14 @@ class SettingsRoutesMixin:
                         "thumbnail_format": PromptManagerConfig.THUMBNAIL_FORMAT,
                         "thumbnail_quality": PromptManagerConfig.THUMBNAIL_QUALITY,
                         "thumbnail_edge": PromptManagerConfig.THUMBNAIL_EDGE,
+                        "autotag_model_type": AutotagConfig.MODEL_TYPE,
+                        "autotag_existing": AutotagConfig.EXISTING,
+                        "autotag_general_threshold": AutotagConfig.GENERAL_THRESHOLD,
+                        "autotag_character_threshold": (
+                            AutotagConfig.CHARACTER_THRESHOLD
+                        ),
+                        "autotag_template": AutotagConfig.TEMPLATE,
+                        "autotag_suggestion_limit": AutotagConfig.SUGGESTION_LIMIT,
                         "cpu_count": PromptManagerConfig.max_worker_threads(),
                         "gallery_root_paths": root_paths,
                         "gallery_root_path": root_paths[0] if root_paths else "",
@@ -425,7 +502,12 @@ class SettingsRoutesMixin:
         """
         from ..config import GalleryConfig, PromptManagerConfig
 
+        from ..config import AutotagConfig
+
         for name, value in updates.items():
+            if name in _AUTOTAG_SETTINGS:
+                setattr(AutotagConfig, name[len(_AUTOTAG_PREFIX) :], value)
+                continue
             owner = GalleryConfig if name in _GALLERY_SETTINGS else PromptManagerConfig
             setattr(owner, name, value)
         restart_fields = []
@@ -564,6 +646,7 @@ class SettingsRoutesMixin:
             updates["THUMBNAIL_EDGE"] = thumbnail_settings.validate_edge(
                 data["thumbnail_edge"]
             )
+        updates.update(_validate_autotag_settings(data))
         return updates
 
     def _parse_gallery_roots(self, data):

py/api/thumbnail_auto.py

@@ -488,10 +488,16 @@ class AutoThumbnailer:
                 f"Automatic preview failed for {src.name}", exc_info=True
             )
 
-    def close(self):
+    def close(self, timeout=None):
         """Stop the worker at its next file boundary (queued files are
-        dropped), kill a running ffmpeg and wait up to CLOSE_WAIT_SECONDS;
-        a worker still running after that is logged."""
+        dropped), kill a running ffmpeg and wait up to ``timeout`` seconds
+        (None: CLOSE_WAIT_SECONDS, read now); a worker still running after
+        that is logged.
+
+        Returns True when there was no worker or it ended; False when it is
+        still running, or when called on the worker itself (it only signals).
+        """
+        wait = CLOSE_WAIT_SECONDS if timeout is None else timeout
         with self._changed:
             self._closed = True
             self._queue.clear()
@@ -504,14 +510,18 @@ class AutoThumbnailer:
                 process.kill()
             except OSError:
                 pass
-        if worker is None or worker is threading.current_thread():
-            return
-        worker.join(CLOSE_WAIT_SECONDS)
+        if worker is None:
+            return True
+        if worker is threading.current_thread():
+            return False
+        worker.join(wait)
         if worker.is_alive():
             self._logger.warning(
                 "The automatic preview worker is still running after "
-                f"{CLOSE_WAIT_SECONDS} s; it stops at its next file"
+                f"{wait} s; it stops at its next file"
             )
+            return False
+        return True
 
     # ── waits (tests and shutdown; never timers) ──────────────────────
 
@@ -609,12 +619,19 @@ class AutoThumbnailMixin:
                 )
             return self._auto_thumbnailer
 
-    def close_auto_thumbnails(self, final=False):
+    def refuse_auto_thumbnails(self):
+        """Refuse every later capture without stopping the worker yet (the
+        package teardown, before ``close_auto_thumbnails(final=True)``)."""
+        with AutoThumbnailMixin._auto_thumbnailer_lock:
+            self._auto_thumbnails_shut = True
+
+    def close_auto_thumbnails(self, final=False, timeout=None):
         """Stop the capture worker and the view pool, and forget them.
 
-        Bounded (see AutoThumbnailer.close). ``final`` (the app's cleanup)
-        also keeps a late monitor event from starting a worker again; a
-        test reset passes False and the next use starts fresh ones.
+        Bounded by ``timeout`` (see AutoThumbnailer.close). ``final`` (the
+        package teardown) also keeps a late monitor event from starting a
+        worker again; a test reset passes False and the next use starts
+        fresh ones. Returns True when no capture worker is left running.
         """
         with AutoThumbnailMixin._auto_thumbnailer_lock:
             if final:
@@ -622,12 +639,14 @@ class AutoThumbnailMixin:
             thumbnailer, self._auto_thumbnailer = self._auto_thumbnailer, None
             pool, self._preview_pool_obj = self._preview_pool_obj, None
             self._preview_gate_obj = None
+        closed = True
         if thumbnailer is not None:
-            thumbnailer.close()
+            closed = thumbnailer.close(timeout)
         if pool is not None:
             pool.shutdown(wait=False, cancel_futures=True)
         if final:
             shutdown_encoders()  # kill JPEG XL / ffmpeg encoders still running
+        return closed
 
     def _auto_thumbnail_failures(self):
         thumbnailer = self._auto_thumbnailer

py/api/thumbnail_convert.py

@@ -175,7 +175,6 @@ class ThumbnailConvertMixin:
             job.log_line(f"Conversion finished · {NOTHING_OUTDATED.lower()}")
             return "finished"
         totals, left = await self._convert_in_batches(job, options, plan, output_dirs)
-        self.invalidate_gallery_cache()
         if totals["stopped"]:
             job.update(status_line=FORMAT_CHANGED.format(converted=totals["converted"]))
             job.log_line(

py/api/thumbnail_jobs.py

@@ -261,7 +261,6 @@ class ThumbnailJobsMixin:
         stats, start, left, attempted = await self._generate_in_batches(
             job, options, plan, roots, output_dirs
         )
-        self.invalidate_gallery_cache()
         generated = _plural(stats["generated"], "preview")
         if job.cancelled:
             return self._end_cancelled(

py/autotag.py

@@ -25,6 +25,23 @@ except ImportError:
     from database.annotations import MAX_IMAGE_TAGS
     from database.vocabulary import validate_vocabulary_tag_name
 
+# The tag template and thresholds live with the saved tagging defaults
+# (#328), so config.py never imports PIL.
+try:
+    from .tagging_defaults import DEFAULT_TAG_TEMPLATE
+except ImportError:
+    from py.tagging_defaults import DEFAULT_TAG_TEMPLATE
+
+
+def _autotag_config():
+    """The saved defaults; imported late, as config needs ComfyUI's server."""
+    try:
+        from .config import AutotagConfig
+    except ImportError:
+        from py.config import AutotagConfig
+    return AutotagConfig
+
+
 # Try to import logging from utils, fallback to standard logging
 try:
     from ..utils.logging_config import get_logger
@@ -45,10 +62,12 @@ except ImportError:
         return logger
 
 
-# Model configurations - same as standalone_tagger.py
+# Model configurations - same as standalone_tagger.py. ``label`` is the short
+# name System, Activity and a 409 model-busy show (#328).
 MODELS = {
     "gguf": {
         "name": "GGUF (Recommended)",
+        "label": "GGUF JoyCaption",
         "description": "Quantized model, ~4.5GB, faster loading",
         "size": "~4.5GB",
         "repo": "mradermacher/llama-joycaption-beta-one-hf-llava-GGUF",
@@ -59,6 +78,7 @@ MODELS = {
     },
     "hf": {
         "name": "HuggingFace",
+        "label": "HuggingFace JoyCaption",
         "description": "Full precision model, ~16GB, higher quality",
         "size": "~16GB",
         "repo": "fancyfeast/llama-joycaption-beta-one-hf-llava",
@@ -66,6 +86,7 @@ MODELS = {
     },
     "wd14-swinv2": {
         "name": "WD14 SwinV2",
+        "label": "WD14 SwinV2",
         "description": "Fast classifier tagger, ~400MB, no prompt needed",
         "size": "~400MB",
         "repo": "SmilingWolf/wd-swinv2-tagger-v3",
@@ -75,6 +96,7 @@ MODELS = {
     },
     "wd14-vit": {
         "name": "WD14 ViT",
+        "label": "WD14 ViT",
         "description": "Fast classifier tagger, ~400MB, ViT architecture",
         "size": "~400MB",
         "repo": "SmilingWolf/wd-vit-tagger-v3",
@@ -85,17 +107,7 @@ MODELS = {
 }
 
 # Default prompts
-DEFAULT_PROMPT = (
-    "Generate only comma-separated Danbooru tags (lowercase_underscores, no spaces).\n"
-    "Include: subject_count (1girl/1boy/etc), gender, ethnicity (asian, caucasian, "
-    "etc), age_approx (teen, young_woman), body_attributes, face_features, "
-    "hairstyle, appearance, clothing, accessories, pose, expression, action, "
-    "camera_angle, camera_shot, scene_composition (wide_shot, long_shot, "
-    "dutch_angle), environment, background_elements, lighting, mood.\n"
-    "Prioritize visual accuracy.\n"
-    "No sentences, no commentary, no captions. Only tags. Keep length short but "
-    "descriptive."
-)
+DEFAULT_PROMPT = DEFAULT_TAG_TEMPLATE
 
 # Upper bound of one suggestion request: the image tag set cap.
 MAX_SUGGESTION_LIMIT = MAX_IMAGE_TAGS
@@ -179,10 +191,6 @@ class AutoTagService:
         self._current_model_type: Optional[str] = None
         self._custom_prompt: str = DEFAULT_PROMPT
 
-        # WD14 threshold defaults
-        self._wd14_general_threshold: float = 0.35
-        self._wd14_character_threshold: float = 0.85
-
     @property
     def models_config(self) -> Dict[str, Dict[str, Any]]:
         """Get the models configuration dictionary."""
@@ -205,19 +213,13 @@ class AutoTagService:
 
     @property
     def wd14_general_threshold(self) -> float:
-        return self._wd14_general_threshold
-
-    @wd14_general_threshold.setter
-    def wd14_general_threshold(self, value: float):
-        self._wd14_general_threshold = max(0.0, min(1.0, value))
+        """The saved General-tag confidence (``autotag.defaults``)."""
+        return _autotag_config().GENERAL_THRESHOLD
 
     @property
     def wd14_character_threshold(self) -> float:
-        return self._wd14_character_threshold
-
-    @wd14_character_threshold.setter
-    def wd14_character_threshold(self, value: float):
-        self._wd14_character_threshold = max(0.0, min(1.0, value))
+        """The saved Character-tag confidence (``autotag.defaults``)."""
+        return _autotag_config().CHARACTER_THRESHOLD
 
     def get_models_status(self) -> Dict[str, Dict[str, Any]]:
         """Get availability status for all model types.
@@ -860,12 +862,12 @@ class AutoTagService:
             gen_thresh = (
                 general_threshold
                 if general_threshold is not None
-                else self._wd14_general_threshold
+                else _autotag_config().GENERAL_THRESHOLD
             )
             char_thresh = (
                 character_threshold
                 if character_threshold is not None
-                else self._wd14_character_threshold
+                else _autotag_config().CHARACTER_THRESHOLD
             )
             return self._generate_wd14(
                 session, tags_list, image, gen_thresh, char_thresh

py/config.py

@@ -563,18 +563,92 @@ class IntegrationConfig:
 DEFAULT_SUGGESTION_LIMIT = 10
 MAX_SUGGESTION_LIMIT = 100  # pinned to MAX_IMAGE_TAGS by tests/test_config.py
 
+# The tagging engines, options, template and validators (server-free, #328).
+try:
+    from .tagging_defaults import (  # noqa: F401 - re-exported
+        DEFAULT_TAG_TEMPLATE,
+        EXISTING_POLICIES,
+        LLM_MODEL_TYPES,
+        MAX_INSTRUCTION_BYTES,
+        MAX_INSTRUCTION_CHARS,
+        MODEL_TYPES,
+        WD14_MODEL_TYPES,
+        validate_saved_threshold,
+        validate_template,
+        validate_threshold,
+    )
+except ImportError:
+    from py.tagging_defaults import (  # noqa: F401 - re-exported
+        DEFAULT_TAG_TEMPLATE,
+        EXISTING_POLICIES,
+        LLM_MODEL_TYPES,
+        MAX_INSTRUCTION_BYTES,
+        MAX_INSTRUCTION_CHARS,
+        MODEL_TYPES,
+        WD14_MODEL_TYPES,
+        validate_saved_threshold,
+        validate_template,
+        validate_threshold,
+    )
+
+
+def _valid_model_type(value: Any) -> str:
+    if not isinstance(value, str) or value not in MODEL_TYPES:
+        raise ValueError("must be one of " + ", ".join(sorted(MODEL_TYPES)))
+    return value
+
+
+def _valid_existing(value: Any) -> str:
+    if not isinstance(value, str) or value not in EXISTING_POLICIES:
+        raise ValueError("must be one of " + ", ".join(EXISTING_POLICIES))
+    return value
+
+
+def _valid_suggestion_limit(value: Any) -> int:
+    if type(value) is not int or not 1 <= value <= MAX_SUGGESTION_LIMIT:
+        raise ValueError(f"must be an integer from 1 to {MAX_SUGGESTION_LIMIT}")
+    return value
+
 
 class AutotagConfig:
     """Persisted tagging defaults under ``autotag.defaults`` in config.json.
 
-    ``suggestion_limit`` is how many suggestions Generate returns (the top N
-    by score), an integer in ``1..MAX_SUGGESTION_LIMIT``. A hand-edited value
-    outside that range, or of another type, falls back to the default with a
-    warning rather than failing the load.
+    One tagging configuration (#328): the model, what a batch does with
+    prompts already tagged, the two WD14 thresholds, the language-model
+    template and how many suggestions Generate returns. Each key is checked
+    alone on load; a hand-edited value that fails its check falls back to
+    its default with one warning rather than failing the load.
     """
 
+    MODEL_TYPE = "wd14-swinv2"
+    EXISTING = "skip"
+    GENERAL_THRESHOLD = 0.35
+    CHARACTER_THRESHOLD = 0.85
+    TEMPLATE = DEFAULT_TAG_TEMPLATE
     SUGGESTION_LIMIT = DEFAULT_SUGGESTION_LIMIT
 
+    # config.json key -> (attribute, validator, default)
+    _KEYS = {
+        "model_type": ("MODEL_TYPE", _valid_model_type, "wd14-swinv2"),
+        "existing": ("EXISTING", _valid_existing, "skip"),
+        "general_threshold": (
+            "GENERAL_THRESHOLD",
+            lambda v: validate_saved_threshold("value", v),
+            0.35,
+        ),
+        "character_threshold": (
+            "CHARACTER_THRESHOLD",
+            lambda v: validate_saved_threshold("value", v),
+            0.85,
+        ),
+        "template": ("TEMPLATE", validate_template, DEFAULT_TAG_TEMPLATE),
+        "suggestion_limit": (
+            "SUGGESTION_LIMIT",
+            _valid_suggestion_limit,
+            DEFAULT_SUGGESTION_LIMIT,
+        ),
+    }
+
     @classmethod
     def suggestion_limit(cls) -> int:
         return cls.SUGGESTION_LIMIT
@@ -587,7 +661,14 @@ class AutotagConfig:
 
     @classmethod
     def get_config(cls) -> Dict[str, Any]:
-        return {"defaults": {"suggestion_limit": cls.SUGGESTION_LIMIT}}
+        """The saved defaults; the template only when it is not the built-in
+        one, so a later built-in template still reaches who never set one."""
+        defaults = {
+            key: getattr(cls, attr) for key, (attr, _v, _d) in cls._KEYS.items()
+        }
+        if defaults["template"] == DEFAULT_TAG_TEMPLATE:
+            del defaults["template"]
+        return {"defaults": defaults}
 
     @classmethod
     def update_config(cls, new_config: Any) -> None:
@@ -598,17 +679,18 @@ class AutotagConfig:
         if not isinstance(defaults, dict):
             config_logger.warning("Ignoring autotag.defaults that is not an object")
             return
-        if "suggestion_limit" not in defaults:
-            return
-        value = defaults["suggestion_limit"]
-        if cls.valid_suggestion_limit(value):
-            cls.SUGGESTION_LIMIT = value
-            return
-        config_logger.warning(
-            "autotag.defaults.suggestion_limit must be an integer from 1 to "
-            f"{MAX_SUGGESTION_LIMIT}; using {DEFAULT_SUGGESTION_LIMIT}"
-        )
-        cls.SUGGESTION_LIMIT = DEFAULT_SUGGESTION_LIMIT
+        for key, (attr, validate, default) in cls._KEYS.items():
+            if key not in defaults:
+                continue
+            try:
+                setattr(cls, attr, validate(defaults[key]))
+            except ValueError as error:
+                config_logger.warning(
+                    f"autotag.defaults.{key} {error}; using {default!r}"
+                    if key != "template"
+                    else f"autotag.defaults.template {error}; using the built-in one"
+                )
+                setattr(cls, attr, default)
 
 
 class PromptManagerConfig:

py/lora_import.py

@@ -1,18 +1,27 @@
-"""The staged LoRA reference import (#221, #249 System S10).
+"""The staged LoRA reference import (#221, #249 System S10, #355).
 
-The import reads LoraManager's ``*.metadata.json`` files and turns each LoRA
-into one prompt of the ``lora-manager`` category, tagged with its name and
-trigger words and linked to its preview images. It runs in three stages, and
-only the last writes to the database:
+The import reads LoraManager's ``*.metadata.json`` sidecars and turns each
+LoRA into one prompt of the ``lora-manager`` category, tagged with its name and
+trigger words and linked to its images. It runs in three stages, and only the
+last writes to the database:
 
-1. **discover**: list the metadata files (``discover``) and fingerprint them
-   (path, size and modification time; ``fingerprint``). ``preview`` adds the
-   counts a review shows. Nothing is written and nothing is requested.
-2. **stage**: read each file and build its record; CivitAI example images are
-   downloaded into the image cache first (best effort, counted). A cancelled
-   or failed stage leaves the database untouched; downloaded images stay in
-   the cache.
-3. **replace**: the files are listed and fingerprinted once more (a file
+1. **discover**: read LoraManager's settings the way LoraManager does
+   (``py/lora_manager_layout.py``: the settings file from the environment
+   folder, the portable plugin file or the user config folder; the LoRA
+   roots, the storage mode, the sidecar and example-images roots) and find
+   the sidecars (``discover``). In ``alongside`` mode a sidecar beside its
+   model is kept when ``<base>.safetensors`` exists; in ``centralized`` mode
+   every sidecar under the sidecar root is kept when its ``file_path`` names
+   a model inside a LoRA root. ``fingerprint`` covers every scanned sidecar,
+   kept or skipped (path, size, modification time, kept or not, #362) and the
+   layout; ``preview`` adds the counts a review shows. Nothing is written
+   and nothing is requested.
+2. **stage**: read each sidecar and build its record. Its LoraManager preview
+   and example images are linked where they are (``local_media``); only a
+   LoRA without any local image downloads its CivitAI example images into the
+   image cache first (best effort, counted). A cancelled or failed stage
+   leaves the database untouched; downloaded images stay in the cache.
+3. **replace**: the sidecars are found and fingerprinted once more (a file
    changed, removed or added while staging aborts the import), then
    ``PromptDatabase.replace_category_prompts`` swaps the old collection for
    the staged records in one transaction (or changes nothing).
@@ -24,9 +33,15 @@ Both the System job (``POST /lora/import/apply``) and the legacy ``POST
 import hashlib
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import Callable, Dict, List, Optional
+from typing import AbstractSet, Callable, Dict, List, Optional
 
 from . import lora_utils
+from .lora_manager_layout import (
+    Discovery,
+    discover_sidecars,
+    layout_summary,
+    local_media,
+)
 
 try:
     from ..utils.hashing import generate_prompt_hash
@@ -37,69 +52,97 @@ LORA_CATEGORY = "lora-manager"
 JOB_TITLE = "LoRA reference import"
 # The job's outcome groups, in its counter-tile order.
 GROUPS = ("imported", "linked", "skipped", "downloaded", "download_errors", "errors")
-METADATA_SUFFIX = "*.metadata.json"
 
 
 class ImportCancelled(Exception):
     """The import was cancelled while staging; nothing was written."""
 
 
-def discover(lora_manager_path: str) -> List[Path]:
-    """Every LoRA metadata file, sorted and without repeats.
+def discover(lora_manager_path: Optional[str]) -> Discovery:
+    """The sidecars of every LoRA whose model exists inside a LoRA root.
 
-    Raises whatever listing a folder raised: a discovery that cannot see
-    every folder must not replace the collection with part of it.
+    ``lora_manager_path`` is resolved as the integration resolves it (an
+    install under ``custom_nodes``; empty means auto-detection). Raises
+    whatever listing a folder raised: a discovery that cannot see every
+    folder must not replace the collection with part of it.
     """
-    seen = set()
-    files = []
-    for folder in lora_utils.find_lora_directories(lora_manager_path):
-        for path in Path(folder).rglob(METADATA_SUFFIX):
-            key = str(path)
-            if key not in seen:
-                seen.add(key)
-                files.append(path)
-    files.sort(key=str)
-    return files
+    return discover_sidecars(lora_utils.lora_manager_layout(lora_manager_path))
 
 
-def fingerprint(files: List[Path]) -> str:
-    """What a review saw of ``files``: each path, size and modification time."""
+def fingerprint(discovery: Discovery) -> str:
+    """What a review saw: the layout, then every scanned sidecar, kept or
+    skipped, with its path, size, modification time and whether it was kept
+    (#362). A LoraManager save that changes unrelated settings leaves it as
+    it was."""
+    layout = discovery.layout
     digest = hashlib.sha256()
-    for path in files:
+    for value in (
+        layout.settings_path,
+        layout.source,
+        layout.error,
+        layout.mode,
+        "\0".join(layout.lora_roots),
+        layout.sidecar_root,
+        layout.example_images_root,
+        layout.library,
+    ):
+        digest.update(f"{value}\n".encode("utf-8", "surrogatepass"))
+    for name in discovery.unreadable:
+        digest.update(f"unreadable\0{name}\n".encode("utf-8", "surrogatepass"))
+    kept = {str(sidecar.metadata_path) for sidecar in discovery.sidecars}
+    for path in discovery.scanned_files:
+        flag = 1 if str(path) in kept else 0
         try:
             stat = path.stat()
-            entry = f"{path}\0{stat.st_size}\0{stat.st_mtime_ns}\n"
+            entry = f"{path}\0{stat.st_size}\0{stat.st_mtime_ns}\0{flag}\n"
         except OSError:
-            entry = f"{path}\0missing\n"
+            entry = f"{path}\0missing\0{flag}\n"
         digest.update(entry.encode("utf-8", "surrogatepass"))
     return "sha256:" + digest.hexdigest()
 
 
-def preview(lora_manager_path: str, cache_dir: Path) -> Dict:
+def preview(
+    lora_manager_path: Optional[str],
+    cache_dir: Path,
+    media_extensions: AbstractSet[str],
+) -> Dict:
     """The review's counts (blocking; reads only, requests nothing).
 
-    ``{lora_files, with_metadata, planned_downloads, fingerprint, names}``:
-    the metadata files found, those that parse, the example images an import
-    would download (not yet in the cache) and the first LoRA names.
+    ``{lora_files, with_metadata, skipped, with_local_media,
+    planned_downloads, fingerprint, names, layout}``: the metadata files
+    seen, the kept LoRAs whose sidecar parses, the rest, the LoRAs with a
+    local image, the CivitAI images an import would download for the LoRAs
+    without one (not yet in the cache), the first LoRA names and what the
+    layout says (``layout_summary``).
     """
-    files = discover(lora_manager_path)
+    discovery = discover(lora_manager_path)
+    layout = discovery.layout
     with_metadata = 0
+    with_local_media = 0
     planned = 0
     names = []
-    for path in files:
-        metadata = lora_utils.read_lora_metadata(path)
+    for sidecar in discovery.sidecars:
+        metadata = lora_utils.read_lora_metadata(sidecar.metadata_path)
         if not metadata:
             continue
         with_metadata += 1
-        planned += lora_utils.planned_civitai_downloads(metadata, path, cache_dir)
+        if local_media(sidecar, metadata, layout, media_extensions):
+            with_local_media += 1
+        else:
+            planned += lora_utils.planned_civitai_downloads(
+                metadata, sidecar.metadata_path, cache_dir
+            )
         if len(names) < 50:
             names.append(lora_utils.get_model_name_from_metadata(metadata))
     return {
-        "lora_files": len(files),
+        "lora_files": discovery.scanned,
         "with_metadata": with_metadata,
+        "skipped": discovery.scanned - with_metadata,
+        "with_local_media": with_local_media,
         "planned_downloads": planned,
-        "fingerprint": fingerprint(files),
+        "fingerprint": fingerprint(discovery),
         "names": names,
+        "layout": layout_summary(layout, Path.home()),
     }
 
 
@@ -131,35 +174,45 @@ class StagedImport:
 
 
 def stage(
-    files: List[Path],
+    discovery: Discovery,
     cache_dir: Path,
     api_key: str = "",
     *,
+    media_extensions: AbstractSet[str],
     on_record: Optional[Callable[[int, Dict, "StagedImport"], None]] = None,
     cancelled: Callable[[], bool] = lambda: False,
     logger=None,
 ) -> StagedImport:
-    """Read each file and build its record, downloading its example images.
+    """Read each sidecar and build its record with its images.
 
-    Blocking. A file that cannot be read, or whose record fails to build, is
-    skipped by its name. ``cancelled()`` is asked before each file (raises
-    ImportCancelled); ``on_record(index, record_or_None, staged)`` follows
-    each one.
+    Blocking. Local images (``local_media``) come first; a LoRA without any
+    downloads its CivitAI example images. A sidecar that cannot be read, or
+    whose record fails to build, is skipped by its name, as are the
+    centralized sidecars discovery could not parse. ``cancelled()`` is asked
+    before each sidecar (raises ImportCancelled); ``on_record(index,
+    record_or_None, staged)`` follows each one.
     """
-    staged = StagedImport(total=len(files))
-    for index, path in enumerate(files):
+    sidecars = discovery.sidecars
+    staged = StagedImport(total=len(sidecars))
+    staged.skipped.extend(discovery.unreadable)
+    for index, sidecar in enumerate(sidecars):
         if cancelled():
             raise ImportCancelled()
         record = None
+        path = sidecar.metadata_path
         metadata = lora_utils.read_lora_metadata(path)
         if not metadata:
             staged.skipped.append(path.name)
         else:
             try:
-                local = lora_utils.get_preview_images_from_metadata(metadata, path)
-                remote = lora_utils.download_civitai_images(
-                    metadata, path, cache_dir, api_key, stats=staged.stats
+                local = local_media(
+                    sidecar, metadata, discovery.layout, media_extensions
                 )
+                remote = []
+                if not local:
+                    remote = lora_utils.download_civitai_images(
+                        metadata, path, cache_dir, api_key, stats=staged.stats
+                    )
                 images = list(dict.fromkeys([*local, *remote]))
                 record = build_record(metadata, path, images)
                 staged.records.append(record)

py/lora_layout_cache.py

@@ -0,0 +1,217 @@
+"""A per-process cache of LoraManager's layout for the image hot paths (#362).
+
+Every Library list, prompt detail, inspect, reveal and serve request needs the
+LoRA allow-list (``ImagesMixin._lora_image_dirs``). Building it means finding
+the LoraManager install, reading its plugin settings file and its settings
+file, and resolving every folder. ``LayoutCache`` keeps the last result and
+reuses it while all of these hold:
+
+- the key (the configured install path, stripped) and the home folder the
+  folder guard compares against are the same;
+- the entry is younger than ``MAX_AGE_SECONDS`` (monotonic clock);
+- the plugin settings file and the settings file have the same signature
+  (``st_mtime_ns``, ``st_size``, or ``MISSING``) as when it was stored;
+- the install and every stored media root still resolve to themselves (a
+  folder swapped for a symlink reloads, so the folder guard runs again).
+
+A result is stored only when no watched file is "racy" (modified within
+``RACY_SECONDS`` of the load, git's rule for racily clean index entries),
+every watched file could be checked, the settings file was readable, and no
+``clear()`` ran during the load. What each rule covers: signatures catch a
+settings change on the next request; the racy rule catches a write during the
+load, a half-written file and coarse timestamps; the maximum age bounds the
+inputs no signature sees (``extra_model_paths.yaml``, environment, temporary
+failures); ``clear()`` makes a finished import's new folders servable at once.
+
+Hits and loads take no lock: a slow ``os.stat`` on a network share holds up
+only its own request, and two threads that miss together both load (both
+loads only read). A short lock guards the compare-and-store and the logging
+state; no file I/O runs under it. Standard library only, so it is tested
+without ComfyUI or LoraManager.
+"""
+
+import logging
+import os
+import threading
+import time
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Callable, Optional, Tuple
+
+from .lora_manager_layout import UNREADABLE, LoraManagerLayout, _canonical
+
+# A watched file modified this recently is not trusted: LoraManager writes its
+# settings in place, and FAT/exFAT store modification times in 2 s steps.
+RACY_SECONDS = 3
+# Bounds what no signature sees (unwatched inputs, temporary failures).
+MAX_AGE_SECONDS = 30
+
+# The signature of a watched file that does not exist (a valid state).
+MISSING = object()
+# ERROR_BAD_NETPATH and ERROR_BAD_NET_NAME, which Windows raises as
+# FileNotFoundError.
+_OFFLINE_SHARE_ERRORS = frozenset({53, 67})
+
+logger = logging.getLogger("prompt_manager.lora_layout_cache")
+
+
+@dataclass(frozen=True)
+class _Entry:
+    key: str
+    home: str
+    install: Optional[str]
+    layout: LoraManagerLayout
+    signatures: Tuple[Tuple[str, object], ...]
+    stored_at: float
+
+
+class _CannotValidate(Exception):
+    """A watched file could not be checked (not merely missing)."""
+
+
+class LayoutCache:
+    """At most one ``(install, layout)`` for the active LoraManager config."""
+
+    def __init__(
+        self,
+        resolve: Callable[[str], Optional[str]],
+        load: Callable[[Optional[str]], LoraManagerLayout],
+        *,
+        wall_ns: Callable[[], int] = time.time_ns,
+        monotonic: Callable[[], float] = time.monotonic,
+        stat=os.stat,
+        pathmod=os.path,
+        home: Callable[[], str] = lambda: str(Path.home()),
+    ):
+        self._resolve = resolve
+        self._load = load
+        self._wall_ns = wall_ns
+        self._monotonic = monotonic
+        self._stat = stat
+        self._pathmod = pathmod
+        self._home = home
+        self._entry: Optional[_Entry] = None
+        self._generation = 0
+        self._lock = threading.Lock()
+        # What was last logged; survives clear() so a reload of the same
+        # layout stays quiet.
+        self._logged_layout: Optional[LoraManagerLayout] = None
+        self._logged_refused: Tuple[str, ...] = ()
+
+    def get(self, configured: str) -> Tuple[Optional[str], LoraManagerLayout]:
+        """``(install, layout)`` for the configured path ("" auto-detects)."""
+        key = (configured or "").strip()
+        home = self._home()
+        entry = self._entry
+        if entry is not None and self._valid(entry, key, home):
+            return entry.install, entry.layout
+        with self._lock:
+            if entry is not None and self._entry is entry:
+                self._entry = None
+            generation = self._generation
+        install = self._resolve(key)
+        layout = self._load(install)
+        self._log_refused(layout)
+        try:
+            signatures = tuple(
+                (path, self._signature(path)) for path in self._watched(install, layout)
+            )
+        except _CannotValidate:
+            return install, layout
+        if layout.error == UNREADABLE or self._racy(signatures, self._wall_ns()):
+            return install, layout
+        stored = _Entry(key, home, install, layout, signatures, self._monotonic())
+        changed = False
+        with self._lock:
+            if self._generation == generation:
+                self._entry = stored
+                changed = layout != self._logged_layout
+                if changed:
+                    self._logged_layout = layout
+        if changed:
+            logger.info(
+                f"LoraManager layout changed: {layout.source or 'no'} settings, "
+                f"{layout.mode} storage, {len(layout.media_roots)} media folders"
+            )
+        return install, layout
+
+    def clear(self) -> None:
+        """Drop the entry; a load that started before this stores nothing."""
+        with self._lock:
+            self._entry = None
+            self._generation += 1
+
+    def _log_refused(self, layout: LoraManagerLayout) -> None:
+        """One warning per default LoRA folder newly refused by the guard."""
+        refused = tuple(layout.refused_defaults)
+        with self._lock:
+            if refused == self._logged_refused:
+                return
+            new = [folder for folder in refused if folder not in self._logged_refused]
+            self._logged_refused = refused
+        for folder in new:
+            logger.warning(
+                f"ComfyUI LoRA folder '{folder}' is neither scanned nor served: "
+                "it is a filesystem root, the home folder or a folder that "
+                "contains it"
+            )
+
+    # ── validation ──────────────────────────────────────────────────
+
+    def _valid(self, entry: _Entry, key: str, home: str) -> bool:
+        if entry.key != key or entry.home != home:
+            return False
+        if self._monotonic() - entry.stored_at >= MAX_AGE_SECONDS:
+            return False
+        try:
+            for path, signature in entry.signatures:
+                if self._signature(path) != signature:
+                    return False
+        except _CannotValidate:
+            return False
+        folders = entry.layout.media_roots
+        if entry.install is not None:
+            folders = (entry.install,) + tuple(folders)
+        for folder in folders:
+            try:
+                if _canonical(folder, self._pathmod) != folder:
+                    return False
+            except (OSError, ValueError):
+                return False
+        return True
+
+    def _watched(self, install, layout) -> Tuple[str, ...]:
+        """The plugin settings file, then the settings file, each once."""
+        if install is None:
+            return ()
+        paths = [self._pathmod.join(install, "settings.json")]
+        if layout.settings_path is not None:
+            paths.append(str(layout.settings_path))
+        watched, seen = [], set()
+        for path in paths:
+            identity = self._pathmod.normcase(self._pathmod.abspath(path))
+            if identity not in seen:
+                seen.add(identity)
+                watched.append(path)
+        return tuple(watched)
+
+    def _signature(self, path: str):
+        try:
+            result = self._stat(path)
+        except (FileNotFoundError, NotADirectoryError) as error:
+            # Windows reports an offline share as "not found": that is a
+            # temporary failure, not a missing file.
+            if getattr(error, "winerror", None) in _OFFLINE_SHARE_ERRORS:
+                raise _CannotValidate(path) from error
+            return MISSING
+        except (OSError, ValueError) as error:
+            raise _CannotValidate(path) from error
+        return (result.st_mtime_ns, result.st_size)
+
+    @staticmethod
+    def _racy(signatures, now_ns: int) -> bool:
+        threshold = now_ns - RACY_SECONDS * 10**9
+        return any(
+            signature is not MISSING and signature[0] > threshold
+            for _path, signature in signatures
+        )

py/lora_manager_layout.py

@@ -0,0 +1,653 @@
+"""Where LoraManager keeps its files (#355).
+
+LoraManager (``custom_nodes/comfyui-lora-manager``) stores one
+``<name>.metadata.json`` sidecar per model, a preview image or video beside
+it, and each model's downloaded CivitAI example images. Where it stores them
+is a user setting, and its settings file itself can live in three places.
+This module repeats LoraManager's own rules, reading its files only (never
+importing it), so the LoRA import, the trigger-word cache and the image
+server share one definition:
+
+- ``load_layout`` finds the settings file (environment folder, portable
+  plugin file, or the user config folder, in LoraManager's order), keeps only
+  the seven keys the import needs, and resolves the LoRA roots, the sidecar
+  root (centralized storage), the example-images root and the active
+  LoraManager library. Every folder from the settings, and each of
+  ComfyUI's default LoRA folders, passes the folder guard: it must exist and
+  must not be a filesystem root, the home folder or a folder that contains
+  it. Default folders the guard refuses are listed in ``refused_defaults``.
+- ``discover_sidecars`` finds every sidecar whose model file exists inside a
+  LoRA root: beside the models in ``alongside`` mode, under the sidecar root
+  (matched to its model by ``file_path``) in ``centralized`` mode.
+- ``local_media`` lists a LoRA's preview and example images that the image
+  server may serve.
+
+Standard library plus ``platformdirs`` only (LoraManager depends on it), so
+it is testable outside ComfyUI.
+"""
+
+import json
+import logging
+import os
+import re
+from dataclasses import dataclass, replace
+from pathlib import Path
+from typing import (
+    AbstractSet,
+    Callable,
+    Dict,
+    Iterator,
+    List,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+)
+
+# py/utils/settings_paths.py: SETTINGS_DIR_ENV, _LM_PORTABLE_ENV, APP_NAME.
+SETTINGS_DIR_ENV = "LORA_MANAGER_SETTINGS_DIR"
+PORTABLE_ENV = "LORA_MANAGER_PORTABLE"
+APP_NAME = "ComfyUI-LoRA-Manager"
+# py/utils/constants.py PREVIEW_EXTENSIONS, in LoraManager's order.
+PREVIEW_EXTENSIONS = (
+    ".webp",
+    ".preview.webp",
+    ".preview.png",
+    ".preview.jpeg",
+    ".preview.jpg",
+    ".preview.mp4",
+    ".png",
+    ".jpeg",
+    ".jpg",
+    ".mp4",
+    ".gif",
+    ".webm",
+    ".avif",
+    ".jxl",
+)
+# LoraManager's LoRA scanner accepts .safetensors only (py/services/lora_scanner.py).
+MODEL_SUFFIX = ".safetensors"
+# py/utils/sidecar_paths.py METADATA_SUFFIX.
+METADATA_SUFFIX = ".metadata.json"
+MAX_SETTINGS_BYTES = 5 * 1024 * 1024
+# The only settings the import reads; every other key (the file can hold API
+# keys) is dropped right after parsing.
+SETTINGS_KEYS = frozenset(
+    {
+        "sidecar_storage_mode",
+        "sidecar_storage_path",
+        "example_images_path",
+        "folder_paths",
+        "extra_folder_paths",
+        "libraries",
+        "active_library",
+    }
+)
+# py/utils/sidecar_paths.py STORAGE_MODE_ALONGSIDE / STORAGE_MODE_CENTRALIZED.
+MODE_ALONGSIDE = "alongside"
+MODE_CENTRALIZED = "centralized"
+# utils/video_metadata.py VIDEO_EXTENSIONS (not imported: that package needs
+# the node's relative imports).
+VIDEO_SUFFIXES = frozenset({".mp4", ".mov", ".m4v", ".webm", ".mkv", ".avi", ".wmv"})
+
+SOURCE_ENVIRONMENT = "environment"
+SOURCE_PORTABLE = "portable"
+SOURCE_USER_CONFIG = "user config"
+
+NO_INSTALL = "no LoraManager install found"
+UNREADABLE = "the settings file could not be read"
+NOT_JSON = "the settings file is not valid JSON"
+NOT_OBJECT = "the settings file is not a JSON object"
+TOO_LARGE = "the settings file is larger than 5 MB"
+NO_PLATFORMDIRS = "platformdirs is not available"
+NO_SIDECAR_ROOT = "the sidecar folder does not exist"
+BAD_SIDECAR_ROOT = (
+    "the sidecar folder is a filesystem root, the home folder or a folder "
+    "that contains it"
+)
+
+logger = logging.getLogger("prompt_manager.lora_manager_layout")
+
+
+@dataclass(frozen=True)
+class LoraManagerLayout:
+    """What LoraManager's settings say about where its files are."""
+
+    settings_path: Optional[Path]
+    source: Optional[str]
+    error: Optional[str]
+    mode: str
+    lora_roots: Tuple[str, ...]
+    sidecar_root: Optional[str]
+    example_images_root: Optional[str]
+    library: str
+    media_roots: Tuple[str, ...]
+    # ComfyUI's default LoRA folders that exist but that the folder guard
+    # refused (canonical): the layout cache logs them (#362).
+    refused_defaults: Tuple[str, ...] = ()
+
+
+@dataclass(frozen=True)
+class Sidecar:
+    """One LoRA's metadata file and the model file it describes."""
+
+    metadata_path: Path
+    model_path: Path
+
+
+@dataclass(frozen=True)
+class Discovery:
+    """The sidecars kept, every metadata file seen, and those unread."""
+
+    layout: LoraManagerLayout
+    sidecars: List[Sidecar]
+    # Every ``*.metadata.json`` seen, kept or skipped: resolved, once each,
+    # sorted by ``str(path)``. The import's fingerprint covers all of them.
+    scanned_files: Tuple[Path, ...]
+    unreadable: List[str]
+
+    @property
+    def scanned(self) -> int:
+        """How many metadata files were seen."""
+        return len(self.scanned_files)
+
+
+class _SettingsError(Exception):
+    """The settings file cannot be used, for the reason it carries."""
+
+
+# ── paths ────────────────────────────────────────────────────────────
+
+
+def _canonical(path: str, pathmod=os.path) -> str:
+    # py/config.py _canonical_path (not imported: py.config imports ComfyUI's
+    # ``server`` at import time).
+    return pathmod.normcase(pathmod.realpath(path))
+
+
+def _is_filesystem_root(path: str, pathmod=os.path) -> bool:
+    # py/config.py _is_filesystem_root: '/', 'C:\\' and UNC share roots.
+    return pathmod.dirname(path) == path
+
+
+def _guard_folder(
+    path: str,
+    home: str,
+    *,
+    pathmod=os.path,
+    isdir: Optional[Callable[[str], bool]] = None,
+) -> Optional[str]:
+    """The canonical form of ``path`` when it may be read and served, else None.
+
+    Kept only when it is a folder, not a filesystem root, and neither the
+    home folder nor one of its ancestors (``/home``, ``C:\\Users``: a
+    security review ruled that a folder holding the home folder must never
+    be read or served).
+    """
+    isdir = isdir or os.path.isdir
+    try:
+        canonical = _canonical(path, pathmod)
+        if not isdir(canonical) or _is_filesystem_root(canonical, pathmod):
+            return None
+        if _inside(home, (canonical,), pathmod):
+            return None
+    except (OSError, ValueError):
+        return None
+    return canonical
+
+
+def _inside(path, roots: Sequence[str], pathmod=os.path) -> bool:
+    """True when ``path`` (canonical) is one of ``roots`` or below one."""
+    try:
+        candidate = _canonical(str(path), pathmod)
+    except (OSError, ValueError):
+        return False
+    for root in roots:
+        prefix = root if root.endswith(pathmod.sep) else root + pathmod.sep
+        if candidate == root or candidate.startswith(prefix):
+            return True
+    return False
+
+
+def _absolute(value) -> Optional[str]:
+    """A settings path, stripped, ``~``-expanded and absolute; None when unset."""
+    if not isinstance(value, str) or not value.strip():
+        return None
+    return os.path.abspath(os.path.expanduser(value.strip()))
+
+
+# ── the settings file ───────────────────────────────────────────────
+
+
+def _platform_user_config_dir() -> str:
+    from platformdirs import user_config_dir
+
+    return user_config_dir(APP_NAME, appauthor=False)
+
+
+def _read_bytes(path: Path) -> bytes:
+    with open(path, "rb") as handle:
+        return handle.read(MAX_SETTINGS_BYTES + 1)
+
+
+def _read_settings(path: Path) -> Optional[Dict]:
+    """The parsed object in ``path``; None when it does not exist."""
+    try:
+        raw = _read_bytes(path)
+    except FileNotFoundError:
+        return None
+    except OSError:
+        raise _SettingsError(UNREADABLE) from None
+    if len(raw) > MAX_SETTINGS_BYTES:
+        raise _SettingsError(TOO_LARGE)
+    try:
+        data = json.loads(raw.decode("utf-8"))
+    except (UnicodeDecodeError, ValueError):
+        raise _SettingsError(NOT_JSON) from None
+    if not isinstance(data, dict):
+        raise _SettingsError(NOT_OBJECT)
+    return data
+
+
+def _settings_subset(data: Mapping) -> Dict:
+    """Only the keys the import reads."""
+    return {key: data[key] for key in SETTINGS_KEYS if key in data}
+
+
+def _portable_flag(environ: Mapping[str, str], plugin_settings: Path) -> bool:
+    """LoraManager's portable mode (settings_paths._should_use_portable_settings)."""
+    forced = environ.get(PORTABLE_ENV)
+    if forced == "1":
+        return True
+    if forced == "0":
+        return False
+    try:
+        data = _read_settings(plugin_settings)
+    except _SettingsError:
+        return False
+    return bool(data) and data.get("use_portable_settings") is True
+
+
+def _settings_location(
+    lora_manager_path: str,
+    environ: Mapping[str, str],
+    user_config_dir: Callable[[], str],
+) -> Tuple[Path, str]:
+    """``(settings file, source)`` in LoraManager's lookup order."""
+    override = environ.get(SETTINGS_DIR_ENV)
+    if override:
+        folder = os.path.abspath(os.path.expanduser(override))
+        return Path(folder) / "settings.json", SOURCE_ENVIRONMENT
+    plugin_settings = Path(lora_manager_path) / "settings.json"
+    if _portable_flag(environ, plugin_settings):
+        return plugin_settings, SOURCE_PORTABLE
+    try:
+        folder = user_config_dir()
+    except ImportError:
+        raise _SettingsError(NO_PLATFORMDIRS) from None
+    return Path(folder) / "settings.json", SOURCE_USER_CONFIG
+
+
+# ── libraries and folders ───────────────────────────────────────────
+
+
+def _sanitize_library_name(name: str) -> str:
+    # py/utils/example_images_paths.py sanitize_library_name.
+    safe = re.sub(r"[^A-Za-z0-9_.-]", "_", name or "")
+    return safe or "default"
+
+
+def _active_library(settings: Mapping) -> Tuple[str, Optional[Dict], int]:
+    """``(name, library dict or None, number of libraries)``."""
+    libraries = settings.get("libraries")
+    if not isinstance(libraries, dict) or not libraries:
+        return "default", None, 0
+    active = settings.get("active_library")
+    if not isinstance(active, str) or active not in libraries:
+        active = next(iter(libraries))
+    library = libraries[active]
+    return str(active), library if isinstance(library, dict) else None, len(libraries)
+
+
+def _lora_list(settings: Mapping, library: Optional[Dict], key: str) -> List[str]:
+    """The ``loras`` folders of ``key`` (the library's, else the top level)."""
+    source = library if library is not None and key in library else settings
+    section = source.get(key)
+    if not isinstance(section, dict):
+        return []
+    value = section.get("loras")
+    if isinstance(value, str):
+        value = [value]
+    if not isinstance(value, list):
+        return []
+    return [entry for entry in value if isinstance(entry, str) and entry.strip()]
+
+
+def _guarded(paths, home: str) -> Tuple[str, ...]:
+    kept = []
+    for path in paths:
+        absolute = _absolute(path)
+        guarded = _guard_folder(absolute, home) if absolute else None
+        if guarded and guarded not in kept:
+            kept.append(guarded)
+    return tuple(kept)
+
+
+def _refused(paths, home: str) -> Tuple[str, ...]:
+    """The folders in ``paths`` that exist but that the guard refuses."""
+    refused = []
+    for path in paths:
+        absolute = _absolute(path)
+        if not absolute or not os.path.isdir(absolute):
+            continue
+        if _guard_folder(absolute, home) is None:
+            try:
+                canonical = _canonical(absolute)
+            except (OSError, ValueError):
+                continue
+            if canonical not in refused:
+                refused.append(canonical)
+    return tuple(refused)
+
+
+def _example_images_root(
+    settings: Mapping, library: str, libraries: int, home: str
+) -> Optional[str]:
+    """py/utils/example_images_paths.py get_library_root, when the folder exists."""
+    configured = _absolute(settings.get("example_images_path"))
+    root = _guard_folder(configured, home) if configured else None
+    if root is None or libraries <= 1:
+        return root
+    # Guarded (canonical) like its root: a library name keeps its case, and
+    # the media check compares normcased paths.
+    return _guard_folder(os.path.join(root, _sanitize_library_name(library)), home)
+
+
+def _media_roots(*groups) -> Tuple[str, ...]:
+    roots = []
+    for group in groups:
+        for root in group:
+            if root and root not in roots:
+                roots.append(root)
+    return tuple(roots)
+
+
+def load_layout(
+    lora_manager_path: Optional[str],
+    *,
+    default_roots: Callable[[], List[str]],
+    environ: Mapping[str, str] = os.environ,
+    user_config_dir: Callable[[], str] = _platform_user_config_dir,
+) -> LoraManagerLayout:
+    """Read LoraManager's settings the way LoraManager does (read only).
+
+    ``lora_manager_path`` is the resolved install (``None`` when none was
+    found). An unusable layout carries ``error``, alongside mode and the
+    default LoRA roots, so serving and trigger words keep working.
+    """
+    home = str(Path.home())
+    default_list = list(default_roots())
+    defaults = _guarded(default_list, home)
+    refused_defaults = _refused(default_list, home)
+    fallback = LoraManagerLayout(
+        settings_path=None,
+        source=None,
+        error=NO_INSTALL,
+        mode=MODE_ALONGSIDE,
+        lora_roots=defaults,
+        sidecar_root=None,
+        example_images_root=None,
+        library="default",
+        media_roots=defaults,
+        refused_defaults=refused_defaults,
+    )
+    if not lora_manager_path:
+        return fallback
+    try:
+        settings_path, source = _settings_location(
+            lora_manager_path, environ, user_config_dir
+        )
+    except _SettingsError as error:
+        return replace(fallback, error=str(error))
+    fallback = replace(fallback, settings_path=settings_path, source=source)
+    try:
+        raw = _read_settings(settings_path)
+    except _SettingsError as error:
+        return replace(fallback, error=str(error))
+    settings = _settings_subset(raw or {})
+    return _layout_from_settings(
+        settings, settings_path, source, defaults, home, refused_defaults
+    )
+
+
+def _layout_from_settings(
+    settings, settings_path, source, defaults, home, refused_defaults=()
+):
+    library, entry, libraries = _active_library(settings)
+    lora_roots = _media_roots(
+        defaults,
+        _guarded(_lora_list(settings, entry, "folder_paths"), home),
+        _guarded(_lora_list(settings, entry, "extra_folder_paths"), home),
+    )
+    mode = settings.get("sidecar_storage_mode")
+    mode = MODE_CENTRALIZED if mode == MODE_CENTRALIZED else MODE_ALONGSIDE
+    example_root = _example_images_root(settings, library, libraries, home)
+    layout = LoraManagerLayout(
+        settings_path=settings_path,
+        source=source,
+        error=None,
+        mode=mode,
+        lora_roots=lora_roots,
+        sidecar_root=None,
+        example_images_root=example_root,
+        library=library,
+        media_roots=_media_roots(lora_roots, [example_root]),
+        refused_defaults=refused_defaults,
+    )
+    if mode != MODE_CENTRALIZED:
+        return layout
+    configured = _absolute(settings.get("sidecar_storage_path"))
+    configured = configured or os.path.join(str(settings_path.parent), "sidecars")
+    sidecar_root = _guard_folder(configured, home)
+    if sidecar_root is None:
+        reason = NO_SIDECAR_ROOT if not os.path.isdir(configured) else BAD_SIDECAR_ROOT
+        return replace(
+            layout,
+            error=reason,
+            lora_roots=defaults,
+            example_images_root=None,
+            media_roots=defaults,
+        )
+    return replace(
+        layout,
+        sidecar_root=sidecar_root,
+        media_roots=_media_roots(lora_roots, [sidecar_root], [example_root]),
+    )
+
+
+# ── sidecars ────────────────────────────────────────────────────────
+
+
+def _metadata_files(folder: str) -> Iterator[Path]:
+    """Every ``*.metadata.json`` under ``folder``; an unlistable folder raises.
+
+    Symlinked folders are followed, each real folder once (no loops).
+    """
+
+    def fail(error):
+        raise error
+
+    visited = set()
+    for current, dirs, files in os.walk(folder, onerror=fail, followlinks=True):
+        real = _canonical(current)
+        if real in visited:
+            dirs[:] = []
+            continue
+        visited.add(real)
+        dirs.sort()
+        for name in sorted(files):
+            if name.endswith(METADATA_SUFFIX):
+                yield Path(current) / name
+
+
+def _read_sidecar(path: Path) -> Optional[Dict]:
+    try:
+        with open(path, "r", encoding="utf-8") as handle:
+            data = json.load(handle)
+    except (OSError, ValueError):
+        return None
+    return data if isinstance(data, dict) else None
+
+
+def _model_for(path: Path, layout: LoraManagerLayout, unreadable: List[str]):
+    """The model file a sidecar describes, when it exists inside a LoRA root."""
+    if layout.mode == MODE_ALONGSIDE:
+        base = path.name[: -len(METADATA_SUFFIX)]
+        model = path.parent / f"{base}{MODEL_SUFFIX}"
+        return model if model.is_file() else None
+    metadata = _read_sidecar(path)
+    if metadata is None:
+        unreadable.append(path.name)
+        return None
+    file_path = metadata.get("file_path")
+    if not isinstance(file_path, str) or not file_path.strip():
+        return None
+    model = Path(file_path)
+    if not model.is_file() or not _inside(model, layout.lora_roots):
+        return None
+    return model
+
+
+def discover_sidecars(layout: LoraManagerLayout) -> Discovery:
+    """Every sidecar whose model exists inside a LoRA root, sorted, once each.
+
+    Raises ``OSError`` when a folder cannot be listed: a discovery that
+    cannot see every folder must not replace the collection with part of it.
+    """
+    if layout.error is not None:
+        return Discovery(layout, [], (), [])
+    if layout.mode == MODE_CENTRALIZED:
+        folders = [layout.sidecar_root]
+    else:
+        folders = list(layout.lora_roots)
+    seen = set()
+    scanned: List[Path] = []
+    unreadable: List[str] = []
+    sidecars = []
+    for folder in folders:
+        for path in _metadata_files(folder):
+            resolved = Path(os.path.realpath(path))
+            key = os.path.normcase(str(resolved))
+            if key in seen:
+                continue
+            seen.add(key)
+            scanned.append(resolved)
+            model = _model_for(resolved, layout, unreadable)
+            if model is not None:
+                sidecars.append(Sidecar(resolved, Path(os.path.realpath(model))))
+    sidecars.sort(key=lambda sidecar: str(sidecar.metadata_path))
+    scanned.sort(key=str)
+    return Discovery(layout, sidecars, tuple(scanned), unreadable)
+
+
+# ── images ──────────────────────────────────────────────────────────
+
+
+def _natural_key(name: str):
+    parts = re.split(r"(\d+)", name)
+    return [int(part) if part.isdigit() else part.lower() for part in parts], name
+
+
+def _example_files(folder: str) -> List[str]:
+    try:
+        with os.scandir(folder) as entries:
+            names = [entry.name for entry in entries if entry.is_file()]
+    except OSError:
+        return []
+    return [os.path.join(folder, name) for name in sorted(names, key=_natural_key)]
+
+
+def _preview_candidates(sidecar: Sidecar, metadata: Dict) -> Iterator[str]:
+    """The paths a preview is looked for at, in LoraManager's order."""
+    url = metadata.get("preview_url")
+    if isinstance(url, str) and url.strip():
+        if os.path.isabs(url.strip()):
+            yield url.strip()
+        else:
+            # LoraManager writes absolute paths; it would resolve a relative
+            # one against its working directory, not the sidecar folder.
+            logger.debug(
+                "Relative preview_url skipped in %s", sidecar.metadata_path.name
+            )
+    base = sidecar.metadata_path.name[: -len(METADATA_SUFFIX)]
+    for suffix in PREVIEW_EXTENSIONS:
+        yield str(sidecar.metadata_path.parent / f"{base}{suffix}")
+
+
+def local_media(
+    sidecar: Sidecar,
+    metadata: Dict,
+    layout: LoraManagerLayout,
+    media_extensions: AbstractSet[str],
+) -> List[str]:
+    """The LoRA's preview, then its example images: absolute, resolved paths.
+
+    A file counts only when its extension is in ``media_extensions`` (what the
+    image server serves) and it lies inside ``layout.media_roots``.
+    """
+
+    def usable(path: str) -> bool:
+        return (
+            os.path.splitext(path)[1].lower() in media_extensions
+            and os.path.isfile(path)
+            and _inside(path, layout.media_roots)
+        )
+
+    found: List[str] = []
+    for path in _preview_candidates(sidecar, metadata):
+        if usable(path):
+            found.append(path)
+            break
+    sha256 = metadata.get("sha256")
+    if layout.example_images_root and isinstance(sha256, str) and sha256.strip():
+        folder = os.path.join(layout.example_images_root, sha256.strip().lower())
+        found.extend(path for path in _example_files(folder) if usable(path))
+    media: List[str] = []
+    for path in found:
+        resolved = os.path.realpath(path)
+        if resolved not in media:
+            media.append(resolved)
+    return _cover_first(media)
+
+
+def _cover_first(media: List[str]) -> List[str]:
+    """A still image in front of a leading video (no thumbnails for these yet)."""
+    if not media or os.path.splitext(media[0])[1].lower() not in VIDEO_SUFFIXES:
+        return media
+    for index, path in enumerate(media):
+        if os.path.splitext(path)[1].lower() not in VIDEO_SUFFIXES:
+            return [path] + media[:index] + media[index + 1 :]
+    return media
+
+
+# ── the review ──────────────────────────────────────────────────────
+
+
+def layout_summary(layout: LoraManagerLayout, home: Path) -> Dict:
+    """What the review shows about the layout (no settings values)."""
+    settings_file = None
+    if layout.settings_path is not None:
+        settings_file = str(layout.settings_path)
+        try:
+            relative = Path(settings_file).relative_to(home)
+            settings_file = os.path.join("~", str(relative))
+        except ValueError:
+            pass
+    return {
+        "source": layout.source,
+        "settings_file": settings_file,
+        "error": layout.error,
+        "mode": layout.mode,
+        "library": layout.library,
+        "example_images": layout.example_images_root is not None,
+    }

py/lora_utils.py

@@ -13,6 +13,7 @@ import json
 import os
 import re
 import threading
+import time
 import urllib.error
 import urllib.request
 from pathlib import Path
@@ -27,6 +28,17 @@ except ImportError:
     sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
     from utils.logging_config import get_logger
 
+from dataclasses import replace
+
+from .lora_layout_cache import LayoutCache
+from .lora_manager_layout import (
+    MODE_ALONGSIDE,
+    METADATA_SUFFIX,
+    LoraManagerLayout,
+    discover_sidecars,
+    load_layout,
+)
+
 logger = get_logger("prompt_manager.lora_utils")
 
 # ── LoraManager detection ────────────────────────────────────────────
@@ -234,23 +246,22 @@ def resolve_lora_manager_path(path) -> Optional[str]:
 # ── Metadata reading ─────────────────────────────────────────────────
 
 
-def find_lora_directories(lora_manager_path: str) -> List[str]:
-    """Find directories that contain LoRA models (with .metadata.json files).
+def default_lora_roots() -> List[str]:
+    """The LoRA folders ComfyUI knows, without LoraManager's settings.
 
-    Searches: ComfyUI models/loras, extra_model_paths.yaml lora dirs,
-    and the LoraManager extension dir itself.
+    ComfyUI's ``models/loras``, the ``loras`` entries of
+    ``extra_model_paths.yaml`` and, inside ComfyUI, every folder
+    ``folder_paths`` registers for ``loras``. ``lora_manager_layout`` adds
+    the folders LoraManager's own settings name.
     """
     dirs = set()
-    lm_path = Path(lora_manager_path)
 
     root = find_comfyui_root()
     if root:
-        # Default models/loras
         models_loras = root / "models" / "loras"
         if models_loras.is_dir():
             dirs.add(str(models_loras.resolve()))
 
-        # Extra model paths from ComfyUI config
         for extra_dir in _get_extra_lora_paths(root):
             if extra_dir.is_dir():
                 dirs.add(str(extra_dir.resolve()))
@@ -267,13 +278,53 @@ def find_lora_directories(lora_manager_path: str) -> List[str]:
         # folder_paths unavailable — not running inside ComfyUI runtime
         pass
 
-    # Check for any .metadata.json in the LoraManager dir tree
-    for meta in lm_path.rglob("*.metadata.json"):
-        dirs.add(str(meta.parent.resolve()))
-
     return sorted(dirs)
 
 
+def lora_manager_install(lora_manager_path: Optional[str]) -> Optional[str]:
+    """The LoraManager install to read: the configured path when it is an
+    allowed install under ``custom_nodes``, auto-detection when it is empty."""
+    if isinstance(lora_manager_path, str) and lora_manager_path.strip():
+        return resolve_lora_manager_path(lora_manager_path)
+    detected = detect_lora_manager()
+    return resolve_lora_manager_path(detected) if detected else None
+
+
+def layout_for_install(install: Optional[str]) -> LoraManagerLayout:
+    """The layout of an already resolved install (None: none was found)."""
+    return load_layout(install, default_roots=default_lora_roots)
+
+
+def lora_manager_layout(lora_manager_path: Optional[str]) -> LoraManagerLayout:
+    """Where LoraManager keeps its files (``py/lora_manager_layout.py``).
+
+    A fresh read: the import review, Start, the legacy scan and the trigger
+    word cache use it. The image hot paths use ``cached_lora_manager_layout``.
+    """
+    return layout_for_install(lora_manager_install(lora_manager_path))
+
+
+# The image hot paths' layout cache (#362). The lambdas look the functions up
+# when called, so a test that patches them here is seen by the cache.
+_layout_cache = LayoutCache(
+    lambda path: lora_manager_install(path),
+    lambda install: layout_for_install(install),
+)
+
+
+def cached_lora_manager_layout(
+    configured: Optional[str],
+) -> Tuple[Optional[str], LoraManagerLayout]:
+    """``(install, layout)`` for the configured path, from the layout cache
+    while LoraManager's settings files are unchanged (``py/lora_layout_cache.py``)."""
+    return _layout_cache.get(configured or "")
+
+
+def clear_layout_cache() -> None:
+    """Drop the cached layout (after an import linked files in new folders)."""
+    _layout_cache.clear()
+
+
 def _get_extra_lora_paths(comfyui_root: Path) -> List[Path]:
     """Parse extra_model_paths.yaml for additional LoRA directories."""
     results = []
@@ -317,7 +368,7 @@ def read_lora_metadata(metadata_path: Path) -> Optional[Dict]:
     try:
         with open(metadata_path, "r", encoding="utf-8") as f:
             return json.load(f)
-    except (json.JSONDecodeError, OSError) as e:
+    except (ValueError, OSError) as e:  # JSONDecodeError, UnicodeDecodeError
         logger.debug(f"Failed to read {metadata_path}: {e}")
         return None
 
@@ -379,46 +430,6 @@ def get_model_name_from_metadata(metadata: Dict) -> str:
     return name
 
 
-def get_preview_images_from_metadata(metadata: Dict, metadata_path: Path) -> List[str]:
-    """Find all local preview/example image paths for a LoRA.
-
-    Returns:
-        List of absolute path strings to image files.
-    """
-    results = []
-    lora_dir = metadata_path.parent
-    file_name = metadata.get("file_name", "")
-    if not file_name:
-        stem = metadata_path.name.replace(".metadata.json", "")
-        file_name = stem
-
-    base_name = Path(file_name).stem
-
-    # Check standard preview naming conventions
-    for ext in (
-        ".png",
-        ".jpg",
-        ".jpeg",
-        ".webp",
-        ".preview.png",
-        ".preview.jpg",
-        ".preview.jpeg",
-    ):
-        candidate = lora_dir / f"{base_name}{ext}"
-        if candidate.exists():
-            results.append(str(candidate.resolve()))
-
-    return results
-
-
-def get_preview_image_from_metadata(
-    metadata: Dict, metadata_path: Path
-) -> Optional[str]:
-    """Find the first preview image path for a LoRA (backward compat)."""
-    images = get_preview_images_from_metadata(metadata, metadata_path)
-    return images[0] if images else None
-
-
 _THUMB_MAX_SIZE = 512
 
 # CivitAI's own domains (#340: civitai.red and civitai.green serve the same
@@ -837,30 +848,16 @@ def get_lora_image_cache_dir(create: bool = True) -> Path:
     return cache
 
 
-def get_example_images_dir(lora_manager_path: str) -> Optional[str]:
-    """Find the LoraManager example_images directory."""
-    lm_path = Path(lora_manager_path)
-
-    # Direct subdirectory
-    candidate = lm_path / "example_images"
-    if candidate.is_dir():
-        return str(candidate.resolve())
-
-    # Search one level in user data dirs
-    for child in lm_path.iterdir():
-        if child.is_dir():
-            sub = child / "example_images"
-            if sub.is_dir():
-                return str(sub.resolve())
-
-    return None
-
-
 # ── Trigger word cache & injection ───────────────────────────────────
 
 _LORA_PATTERN = re.compile(r"<lora:([^:>]+):[^>]+>", re.IGNORECASE)
 
 
+# A failed load is retried by a running node only after this long (an explicit
+# reload, from the settings routes, always runs).
+TRIGGER_RETRY_SECONDS = 60
+
+
 class TriggerWordCache:
     """Thread-safe cache mapping LoRA names to their trigger words.
 
@@ -871,52 +868,89 @@ class TriggerWordCache:
         self._cache: Dict[str, List[str]] = {}
         self._lock = threading.Lock()
         self._loaded = False
+        self._failed_at: Optional[float] = None
 
     def load(self, lora_manager_path: str) -> int:
-        """Scan LoRA metadata files and build the trigger word mapping.
+        """Build the trigger word map from the sidecars LoraManager uses.
+
+        Never raises (a node calls this while it runs): a folder that cannot
+        be listed, or any other failure, is logged and the previous map is
+        kept. When LoraManager's settings cannot be used, the reason is
+        logged and the default LoRA folders are read in alongside mode.
 
         Returns:
-            Number of LoRAs with trigger words found.
+            Number of LoRAs with trigger words in the map.
         """
-        new_cache: Dict[str, List[str]] = {}
-
-        lora_dirs = find_lora_directories(lora_manager_path)
-        for lora_dir in lora_dirs:
-            dir_path = Path(lora_dir)
-            for meta_file in dir_path.rglob("*.metadata.json"):
-                metadata = read_lora_metadata(meta_file)
-                if not metadata:
-                    continue
-
-                words = get_trigger_words_from_metadata(metadata)
-                if not words:
-                    continue
-
-                # Key by filename stem (what appears in <lora:NAME:weight>)
-                file_name = metadata.get("file_name", "")
-                if file_name:
-                    stem = Path(file_name).stem
-                    new_cache[stem.lower()] = words
-
-                # Also key by the metadata file stem
-                meta_stem = meta_file.name.replace(".metadata.json", "")
-                if meta_stem.lower() not in new_cache:
-                    new_cache[meta_stem.lower()] = words
+        try:
+            new_cache = self._build(lora_manager_path)
+        except OSError as error:
+            logger.warning(f"Trigger word cache not refreshed: {error}")
+            return self._failed()
+        except Exception:
+            # Not a disk error: keep the traceback (#362).
+            logger.exception("Trigger word cache not refreshed")
+            return self._failed()
 
         with self._lock:
             self._cache = new_cache
             self._loaded = True
+            self._failed_at = None
 
         logger.info(
             f"Trigger word cache loaded: {len(new_cache)} LoRAs with trigger words"
         )
         return len(new_cache)
 
+    def _failed(self) -> int:
+        """Keep the previous map and note when this load failed."""
+        with self._lock:
+            self._failed_at = time.monotonic()
+            return len(self._cache)
+
+    @staticmethod
+    def _build(lora_manager_path: str) -> Dict[str, List[str]]:
+        layout = lora_manager_layout(lora_manager_path)
+        if layout.error is not None:
+            logger.warning(
+                f"LoraManager settings not usable ({layout.error}); trigger words "
+                "come from the default LoRA folders"
+            )
+            layout = replace(
+                layout,
+                error=None,
+                mode=MODE_ALONGSIDE,
+                sidecar_root=None,
+                example_images_root=None,
+            )
+        new_cache: Dict[str, List[str]] = {}
+        for sidecar in discover_sidecars(layout).sidecars:
+            metadata = read_lora_metadata(sidecar.metadata_path)
+            if not metadata:
+                continue
+            words = get_trigger_words_from_metadata(metadata)
+            if not words:
+                continue
+            # Key by the model file name (what appears in <lora:NAME:weight>)
+            # and by the sidecar's name.
+            new_cache[sidecar.model_path.stem.lower()] = words
+            sidecar_stem = sidecar.metadata_path.name[: -len(METADATA_SUFFIX)]
+            new_cache.setdefault(sidecar_stem.lower(), words)
+        return new_cache
+
     def get_trigger_words(self, lora_name: str) -> List[str]:
         """Look up trigger words for a LoRA by name (case-insensitive)."""
         with self._lock:
             return self._cache.get(lora_name.lower(), [])
 
+    def retry_due(self) -> bool:
+        """Whether a node may try loading again: never failed, or the last
+        failure is TRIGGER_RETRY_SECONDS old (no rescan on every prompt run)."""
+        with self._lock:
+            failed_at = self._failed_at
+        return failed_at is None or time.monotonic() - failed_at >= (
+            TRIGGER_RETRY_SECONDS
+        )
+
     @property
     def is_loaded(self) -> bool:
         with self._lock:
@@ -926,6 +960,7 @@ class TriggerWordCache:
         with self._lock:
             self._cache.clear()
             self._loaded = False
+            self._failed_at = None
 
 
 # Module-level singleton

py/tagging_defaults.py

@@ -0,0 +1,74 @@
+"""The tagging configuration's constants and validators (#328).
+
+Server-free on purpose: ``py.api`` must import without ComfyUI's ``server``
+module, which ``py/config.py`` needs; config re-exports all of this.
+"""
+
+import math
+from typing import Any
+
+# The tagging engines (``py/autotag.py`` MODELS) and the options they take.
+WD14_MODEL_TYPES = frozenset({"wd14-swinv2", "wd14-vit"})
+LLM_MODEL_TYPES = frozenset({"gguf", "hf"})
+MODEL_TYPES = WD14_MODEL_TYPES | LLM_MODEL_TYPES
+MAX_INSTRUCTION_CHARS = 4000
+MAX_INSTRUCTION_BYTES = 16 * 1024
+# What a batch does with a prompt that already has tags (#328).
+EXISTING_POLICIES = ("skip", "merge", "replace_after_review")
+
+# The language-model tag template every page starts from until one is saved.
+DEFAULT_TAG_TEMPLATE = (
+    "Generate only comma-separated Danbooru tags (lowercase_underscores, no spaces).\n"
+    "Include: subject_count (1girl/1boy/etc), gender, ethnicity (asian, caucasian, "
+    "etc), age_approx (teen, young_woman), body_attributes, face_features, "
+    "hairstyle, appearance, clothing, accessories, pose, expression, action, "
+    "camera_angle, camera_shot, scene_composition (wide_shot, long_shot, "
+    "dutch_angle), environment, background_elements, lighting, mood.\n"
+    "Prioritize visual accuracy.\n"
+    "No sentences, no commentary, no captions. Only tags. Keep length short but "
+    "descriptive."
+)
+
+
+def validate_threshold(name: str, value: Any) -> float:
+    """A WD14 confidence threshold in [0, 1], or ValueError naming ``name``."""
+    if type(value) not in (int, float) or not math.isfinite(value):
+        raise ValueError(f"{name} must be a finite number")
+    if not 0 <= value <= 1:
+        raise ValueError(f"{name} must be between 0 and 1")
+    return float(value)
+
+
+# Every page shows the thresholds in steps of 0.05 (the concept's System rows,
+# the Tag image dialogs and the legacy sliders), so a saved one must be on that
+# grid (#369). Per-request thresholds keep their own checks.
+THRESHOLD_STEP = 0.05
+_STEPS_PER_UNIT = round(1 / THRESHOLD_STEP)
+# A computed float can miss the grid by a hair: (0.1 + 0.2) * 20 is 6.000000000000001.
+_STEP_TOLERANCE = 1e-12  # in steps; refuses 0.35000000001
+
+
+def validate_saved_threshold(name: str, value: Any) -> float:
+    """A saved WD14 threshold: in [0, 1] and a multiple of ``THRESHOLD_STEP``,
+    returned exactly on the grid; else ValueError naming ``name``."""
+    value = validate_threshold(name, value)
+    steps = value * _STEPS_PER_UNIT
+    if abs(steps - round(steps)) > _STEP_TOLERANCE:
+        raise ValueError(f"{name} must be a multiple of {THRESHOLD_STEP}")
+    return round(steps) / _STEPS_PER_UNIT
+
+
+def validate_template(value: Any, name: str = "instructions") -> str:
+    """Non-empty language-model instructions within the character and byte
+    caps, or ValueError naming ``name``."""
+    if not isinstance(value, str) or not value.strip():
+        raise ValueError(f"{name} must be non-empty text")
+    if len(value) > MAX_INSTRUCTION_CHARS:
+        raise ValueError(f"{name} must be at most {MAX_INSTRUCTION_CHARS} characters")
+    try:
+        encoded = value.encode("utf-8")
+    except UnicodeEncodeError:
+        raise ValueError(f"{name} must be valid Unicode text") from None
+    if len(encoded) > MAX_INSTRUCTION_BYTES:
+        raise ValueError(f"{name} {'are' if name == 'instructions' else 'is'} too long")
+    return value

pyproject.toml

@@ -3,7 +3,7 @@ name = "promptmanager"
 description = "A powerful ComfyUI custom node that extends the standard text encoder with persistent prompt storage, advanced search capabilities, and an automatic image gallery system using SQLite."
 version = "3.3.1"
 license = {file = "LICENSE"}
-requires-python = ">=3.10"
+requires-python = ">=3.12"
 dependencies = ["watchdog>=2.1.0", "Pillow>=8.0.0"]
 
 [build-system]

tests/background_stops.py

@@ -0,0 +1,27 @@
+"""Final stops for the background threads a test starts (#301, #302).
+
+Every real ``ImageGenerationHandler``, ``ImageMonitor`` or ``PromptTracker``
+a test constructs ends with its final stop and an assertion, before the
+test's folder and databases go: ``close()`` for a handler,
+``stop_monitoring()`` for a monitor, ``shutdown()`` for a tracker.
+"""
+
+from utils.prompt_tracker import PromptTracker
+
+
+def stop_tracker(testcase, tracker):
+    """Shut a real tracker's cleanup thread down; mocks are left alone."""
+    if isinstance(tracker, PromptTracker):
+        testcase.assertTrue(tracker.shutdown(), "prompt cleanup thread still running")
+
+
+def close_handler(testcase, handler):
+    """Close ``handler`` for good, then stop the tracker it was built with."""
+    testcase.assertTrue(handler.close(), "image worker still running")
+    stop_tracker(testcase, getattr(handler, "prompt_tracker", None))
+
+
+def stop_monitor(testcase, monitor):
+    """Stop ``monitor`` (its observer and worker), then its tracker."""
+    testcase.assertTrue(monitor.stop_monitoring(), "image monitor still running")
+    stop_tracker(testcase, getattr(monitor, "prompt_tracker", None))

tests/browser/legacy-autotag.spec.mjs

@@ -0,0 +1,152 @@
+// #328: the legacy admin and gallery auto-tag tools keep working beside System › Auto-tagging. The model download is
+// the `model_download` Activity job; the pages' stream attaches to it. No model is ever downloaded: the fixture's
+// fake download waits until the test releases it (`/__test__/tagging/download`).
+import { startCoverage, saveCoverage } from '../../tools/vendor/browser-coverage.mjs';
+import { test, expect } from './fixtures.mjs';
+
+const TITLE = 'Tagging model download · WD14 ViT';
+
+async function post(request, url, data) {
+    await expect(await request.post(url, data === undefined ? {} : { data })).toBeOK();
+}
+
+async function downloads(request) {
+    const response = await request.get('/prompt_manager/jobs');
+    await expect(response).toBeOK();
+    return (await response.json()).jobs.filter(job => job.kind === 'model_download');
+}
+
+test.beforeEach(async ({ page, request, browserName }) => {
+    await startCoverage(page, browserName);
+    // The 3.2.0 update notice would cover the admin page's toolbar.
+    await page.addInitScript(() => { localStorage.setItem('pm_update_notice_dismissed', '3.2.0'); });
+    await post(request, '/__test__/jobs/restart');
+    await post(request, '/__test__/tagging/reset');
+    await post(request, '/__test__/tagging/models', { unavailable: ['wd14-vit'] });
+    await post(request, '/__test__/tagging/download', { mode: 'hold' });
+});
+
+test.afterEach(async ({ page, request, browserName }) => {
+    await saveCoverage(page, browserName);
+    // Releases a download a failed test left held, and puts the raising default back.
+    await post(request, '/__test__/tagging/reset');
+    await post(request, '/__test__/jobs/restart');
+});
+
+async function startDownload(page, request) {
+    await page.locator('#autoTagBtn').click();
+    const status = page.locator('#wd14VitModelStatus');
+    await status.getByRole('button', { name: 'Download', exact: true }).click();
+    const modal = page.locator('#autoTagDownloadModal');
+    await expect(modal).toBeVisible();
+    await expect(page.locator('#downloadStatus')).toHaveText('Downloading…');
+    await expect(page.locator('#downloadProgressBar')).toHaveClass(/animate-pulse/);
+    await expect(modal).toContainText('The download continues in Activity.');
+    await expect(page.locator('#cancelDownloadBtn')).toHaveText('Close');
+    const running = (await downloads(request)).filter(job => job.state === 'running');
+    expect(running.map(job => [job.title, job.cancellable])).toEqual([[TITLE, false]]);
+    return { modal, status };
+}
+
+test('admin download modal closes on complete and Activity lists the job without Cancel', async ({ page, request }) => {
+    await page.goto('/prompt_manager/admin');
+    const { modal, status } = await startDownload(page, request);
+
+    await page.goto('/prompt_manager/workspace#/activity');
+    const item = page.locator('#workspace-main section.surface > .activity-item')
+        .filter({ has: page.getByRole('link', { name: new RegExp(`${TITLE}$`) }) });
+    await expect(item.locator('.chip')).toHaveText('Running');
+    await expect(item.locator('progress')).not.toHaveAttribute('value');
+    await expect(item.getByRole('button', { name: 'Cancel job', exact: true })).toHaveCount(0);
+
+    // Back on the admin page a second download of the same model attaches to the running job.
+    await page.goto('/prompt_manager/admin');
+    await startDownload(page, request);
+    await post(request, '/__test__/tagging/download', { mode: 'succeed' });
+    await expect(modal).toBeHidden();
+    await expect(status).toContainText('Downloaded');
+    expect((await downloads(request)).map(job => [job.title, job.state])).toEqual([[TITLE, 'finished']]);
+});
+
+test('gallery download modal closes on complete', async ({ page, request }) => {
+    await page.goto('/prompt_manager/gallery');
+    const { modal, status } = await startDownload(page, request);
+    await post(request, '/__test__/tagging/download', { mode: 'succeed' });
+    await expect(modal).toBeHidden();
+    await expect(page.locator('#autoTagModal')).toBeVisible();
+    await expect(status).toContainText('Downloaded');
+    expect((await downloads(request)).map(job => job.state)).toEqual(['finished']);
+});
+
+test('a failed download closes the modal and says so', async ({ page, request }) => {
+    await page.goto('/prompt_manager/gallery');
+    const { modal, status } = await startDownload(page, request);
+    await post(request, '/__test__/tagging/download', { mode: 'fail' });
+    await expect(modal).toBeHidden();
+    await expect(page.getByText('Download failed: Download failed')).toBeVisible();
+    await expect(status.getByRole('button', { name: 'Download', exact: true })).toBeVisible();
+    expect((await downloads(request)).map(job => job.state)).toEqual(['failed']);
+});
+
+// (wd14-vit is not downloaded in these tests: beforeEach marks it so the download tests can offer it.)
+// The gallery's batch reader keyed on `data.status` values the server never sends, so its modal never moved or
+// closed (#328 Problem 5). It now reads `type` frames as the admin page does.
+async function watchProgress(page) {
+    await page.evaluate(() => {
+        window.progressSeen = [];
+        const node = document.getElementById('autoTagProgressPercent');
+        new MutationObserver(() => window.progressSeen.push(node.textContent))
+            .observe(node, { childList: true, characterData: true, subtree: true });
+    });
+}
+
+async function runGalleryBatch(page) {
+    await page.locator('#autoTagBtn').click();
+    await page.locator('input[name="autoTagModel"][value="wd14-swinv2"]').check();
+    await watchProgress(page);
+    const done = page.waitForResponse(response => response.url().includes('/prompt_manager/autotag/start'));
+    await page.locator('#startAutoTagBtn').click();
+    await done;
+    await expect(page.locator('#autoTagProgressModal')).toBeHidden();
+    await expect(page.getByText(/^Auto tagging complete! Applied tags to \d+ prompts\.$/)).toBeVisible();
+}
+
+test('gallery batch modal counts progress and closes on complete', async ({ page, request }) => {
+    await page.goto('/prompt_manager/gallery');
+    await runGalleryBatch(page);
+    const seen = await page.evaluate(() => window.progressSeen);
+    // The fixture's prompts are already tagged, so the batch skips them; its progress frames still move the bar.
+    expect(seen).toContain('95%');
+    expect((await downloads(request)).length).toBe(0);
+});
+
+test('admin review opens the first image', async ({ page }) => {
+    await page.goto('/prompt_manager/admin');
+    await page.locator('#autoTagBtn').click();
+    await page.locator('input[name="autoTagModel"][value="wd14-swinv2"]').check();
+    await page.locator('#startReviewBtn').click();
+    // The first image's prompt is already tagged: confirm a new pass, then the review opens on that image.
+    await page.locator('#retagConfirmBtn').click();
+    await expect(page.locator('#autoTagReviewModal')).toBeVisible();
+    await expect(page.locator('#reviewImageName')).not.toHaveText(/^(image_name\.png|Unknown|)$/);
+    await expect(page.getByText('Failed to start review mode')).toHaveCount(0);
+});
+
+test('gallery unload works and is refused while the gate is held', async ({ page, request }) => {
+    await page.goto('/prompt_manager/gallery');
+    await runGalleryBatch(page); // keeps the model in memory
+    await page.locator('#autoTagBtn').click();
+    const unload = page.locator('#unloadModelBtn');
+    await expect(unload).toBeVisible();
+
+    // A held download owns the model gate: Unload is refused with the server's error.
+    const held = await request.post('/prompt_manager/jobs/model-download', { data: { model_type: 'gguf' } });
+    expect(held.status()).toBe(202);
+    await unload.click();
+    await expect(page.getByText(/^Failed to unload model: A tagging model is busy/)).toBeVisible();
+
+    await post(request, '/__test__/tagging/download', { mode: 'succeed' });
+    await expect.poll(async () => (await downloads(request)).map(job => job.state)).toEqual(['finished']);
+    await unload.click();
+    await expect(page.getByText('WD14-SWINV2 model unloaded successfully')).toBeVisible();
+});

tests/browser/server.py

@@ -72,6 +72,8 @@ class TestModel:
     # Scored names the concept comparisons answer instead of the fixed list
     # (``/__test__/tagging/suggestions``); None keeps the fixed list.
     suggestions: list | None = None
+    # The engine's model table (``py/autotag.py`` MODELS), set at startup.
+    models_config: dict = {}
 
     def get_models_status(self) -> dict:
         return {
@@ -79,7 +81,7 @@ class TestModel:
                 "downloaded": name not in self.unavailable,
                 "loaded": self.loaded == name,
             }
-            for name in ("gguf", "hf", "wd14-vit", "wd14-convnext", "wd14-swinv2")
+            for name in self.models_config
         }
 
     def is_model_loaded(self) -> bool:
@@ -166,7 +168,20 @@ def register_reveal_stub(routes, api, root: Path):
     return types.SimpleNamespace(reset=reset)
 
 
+def isolate_lora_manager_settings(root: Path) -> Path:
+    """LoraManager's settings lookup reads an empty folder under ``root`` (#355).
+
+    The server's temporary root is removed when it exits, and with it this
+    folder: no page test reads the developer's real LoraManager settings.
+    """
+    folder = root / "lora-manager-settings"
+    folder.mkdir(exist_ok=True)
+    os.environ["LORA_MANAGER_SETTINGS_DIR"] = str(folder)
+    return folder
+
+
 def create_app(root: Path) -> web.Application:
+    isolate_lora_manager_settings(root)
     os.environ["PROMPT_MANAGER_CONFIG_PATH"] = str(root / "config.json")
     os.chdir(root)
     app = web.Application()
@@ -194,6 +209,7 @@ def create_app(root: Path) -> web.Application:
     from py import autotag
     from utils.hashing import generate_prompt_hash
 
+    TestModel.models_config = autotag.MODELS
     model = TestModel()
     autotag.get_autotag_service = lambda: model
     api = PromptManagerAPI()

tests/browser/system-integrations-concept.spec.mjs

@@ -270,7 +270,8 @@ function mapImportConcept(reference, plan) {
         title: 'Review LoRA import',
         tree: ['h3', 'dl.meta-grid', 'details', 'p.small', 'div.notice', 'div.dialog-actions'],
         heading: { ...reference.heading, text: 'LoRA reference data' },
-        grid: { ...reference.grid, rows: [['Scope', plan.scope.label], ['Found', '2 metadata files · 2 readable'],
+        grid: { ...reference.grid, rows: [['LoraManager', 'environment settings · alongside storage · library default'],
+            ['Scope', plan.scope.label], ['Found', '2 metadata files · 2 LoRAs · 0 with local images'],
             ['Protected', 'Nothing is protected'], ['Network', 'Downloads up to 2 example images from CivitAI'],
             ['Backup', `Create and verify before changes (${plan.backup.destination_label})`],
             ['Media on disk', 'No files are removed; image links are replaced']] },
@@ -312,7 +313,7 @@ async function productionReview(page, request, theme) {
 for (const theme of THEMES) for (const [width, height] of SIZES) {
     test(`LoRA import review matches the concept ${theme} ${width}x${height}`, async ({ page, request }, testInfo) => {
         await page.setViewportSize({ width, height });
-        await fakeLoraManager(request, { loras: 2, civitai: true });
+        await fakeLoraManager(request, { loras: 2, civitai: true, preview: false });
         const concept = await conceptReview(page, theme);
         expect(concept.tree).toEqual(['p.demo-note', 'h3', 'dl.meta-grid', 'p.small', 'div.dialog-actions']);
         await page.screenshot({ path: testInfo.outputPath(`concept-plan-review-${theme}-${width}.png`) });
@@ -324,15 +325,15 @@ for (const theme of THEMES) for (const [width, height] of SIZES) {
 
 test('LoRA import review comparison detects mutations', async ({ page, request }) => {
     await page.setViewportSize({ width: 1600, height: 1100 });
-    await fakeLoraManager(request, { loras: 2, civitai: true });
+    await fakeLoraManager(request, { loras: 2, civitai: true, preview: false });
     const concept = await conceptReview(page, 'dark');
     const { plan } = await productionReview(page, request, 'dark');
     const expected = mapImportConcept(concept, plan);
     const paths = async () => diffInventory(expected, await page.evaluate(measureReview)).map(item => item.path);
     expect(await paths()).toEqual([]);
-    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[3].textContent = 'Downloads'; });
-    expect(await paths()).toEqual(['grid.rows.3.0']);
-    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[3].textContent = 'Network'; });
+    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[4].textContent = 'Downloads'; });
+    expect(await paths()).toEqual(['grid.rows.4.0']);
+    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[4].textContent = 'Network'; });
     const undoGrid = await mutate(page, { css: 'dialog#modal dl.meta-grid { column-gap: 3px; }' });
     expect(await paths()).toEqual(expect.arrayContaining(['grid.columnGap']));
     await undoGrid();

tests/browser/system-tagging-concept.spec.mjs

@@ -0,0 +1,385 @@
+import { startCoverage, saveCoverage } from '../../tools/vendor/browser-coverage.mjs';
+import { test, expect } from './fixtures.mjs';
+import { SIZES, THEMES, seedConcept, openConcept, openProduction, diffInventory, mutate } from './concept-inventory.mjs';
+
+// #328 System S11 Task 8: System › Auto-tagging (app.js renderSystem 685–686) and the Tag output images review against
+// the immutable concept, on the concept-shaped fixture with the fake tagging model (every engine downloaded, none
+// loaded). Each concept measurement is mapped only by the recorded deviations (D132, D133, D134), each commented where
+// it applies; after that the difference must be empty, and a mutated label, option, order, class, select width or
+// token must be noticed. The concept has no batch review, so the Tag output images review is compared with the
+// concept's own record-changing review, `maintenancePlan` (953–958), whose shell, grid, note and actions it shares.
+test.use({ locale: 'en-US', timezoneId: 'UTC' });
+
+test.beforeEach(async ({ page, request, browserName }) => {
+    await startCoverage(page, browserName);
+    // The tagging reset restores the fake model (nothing loaded, every engine on disk) and the saved tagging defaults;
+    // the concept fixture then replaces its rows and files.
+    await expect(await request.post('/__test__/tagging/reset', { data: {} })).toBeOK();
+    await seedConcept(request);
+    await expect(await request.post('/__test__/system/reset')).toBeOK();
+    await expect(await request.post('/__test__/jobs/restart')).toBeOK();
+    page.conceptErrors = [];
+    page.on('pageerror', error => page.conceptErrors.push(error.message));
+});
+
+test.afterEach(async ({ page, request, browserName }) => {
+    await saveCoverage(page, browserName);
+    await request.post('/__test__/jobs/restart');
+    await request.post('/__test__/system/reset');
+    await request.post('/__test__/tagging/reset', { data: {} });
+    expect(page.conceptErrors).toEqual([]);
+});
+
+const PREVIEW_URL = '/prompt_manager/autotag/batch/preview';
+const MODEL_OPTIONS = ['WD14 SwinV2 · ~400 MB', 'WD14 ViT · ~400 MB', 'GGUF JoyCaption · ~4.5 GB', 'HuggingFace JoyCaption · ~16 GB'];
+const SUGGESTIONS = 'From 1 to 100: the most suggestions Generate shows for one image.';
+const BATCH = 'Add tags to each prompt from its linked output images with the model above. Review the scope first.';
+
+/** Runs in the page: Auto-tagging's surface under `mainSelector`: rows, field, actions, operation, geometry and tokens. */
+function measureTagging(mainSelector) {
+    const layout = document.querySelector(`${mainSelector} .settings-layout`);
+    const css = (node, ...keys) => node ? Object.fromEntries(keys.map(key => [key, getComputedStyle(node)[key]])) : null;
+    const name = node => [node.localName, ...[...node.classList].sort()].join('.');
+    const text = node => node?.textContent.trim() ?? null;
+    const control = row => {
+        const select = row.querySelector(':scope > select');
+        if (select) return { kind: 'select', id: select.id, options: [...select.options].map(option => [option.textContent, option.disabled]),
+            selected: select.selectedOptions[0]?.textContent ?? null, disabled: select.disabled };
+        const input = row.querySelector(':scope > input');
+        return input ? { kind: `input.${input.type}`, id: input.id, value: input.value, disabled: input.disabled } : null;
+    };
+    const surface = layout.querySelector(':scope > section.surface');
+    const firstRow = surface.querySelector('.setting-row');
+    const field = surface.querySelector(':scope > .field');
+    const actions = surface.querySelector(':scope > .row-actions');
+    return {
+        layout: [...layout.children].map(name),
+        tree: [...surface.children].map(name),
+        heading: text(surface.querySelector(':scope > h2')),
+        intro: text(surface.querySelector(':scope > p')),
+        // Per row: whether it may wrap, and whether its control sits under the text (a wrapped row) or beside it.
+        rows: [...surface.querySelectorAll(':scope > .setting-row')].map(row => ({ tree: [...row.children].map(name),
+            text: [...row.firstElementChild.children].map(node => [name(node), text(node), node.localName === 'label' ? node.htmlFor : null]),
+            control: control(row), flexWrap: getComputedStyle(row).flexWrap,
+            controlBelow: row.lastElementChild.getBoundingClientRect().top >= row.firstElementChild.getBoundingClientRect().bottom - 0.5 })),
+        field: { tree: [...field.children].map(name), label: [text(field.querySelector('label')), field.querySelector('label').htmlFor],
+            textarea: { id: field.querySelector('textarea').id, value: field.querySelector('textarea').value,
+                ...css(field.querySelector('textarea'), 'fontSize', 'minHeight', 'backgroundColor', 'color', 'borderTopColor') },
+            ...css(field, 'display', 'rowGap', 'fontSize', 'marginTop', 'marginBottom') },
+        actions: { buttons: [...actions.children].map(item => [text(item), item.className]),
+            ...css(actions, 'display', 'flexWrap', 'columnGap', 'justifyContent'),
+            primary: css(actions.querySelector('.ca-primary'), 'backgroundColor', 'color', 'fontSize', 'paddingTop', 'paddingLeft'),
+            plain: css(actions.querySelector('button:not(.ca-primary)'), 'backgroundColor', 'color', 'fontSize', 'borderTopColor') },
+        operations: [...surface.querySelectorAll(':scope > .operation')].map(row => ({ tree: [...row.children].map(name),
+            title: text(row.querySelector('h3')), description: text(row.querySelector('p')),
+            actions: [...row.querySelectorAll('.row-actions > button')].map(item => [text(item), item.className]) })),
+        surface: css(surface, 'paddingTop', 'paddingLeft', 'backgroundColor', 'borderTopWidth', 'borderTopColor', 'borderTopLeftRadius'),
+        row: css(firstRow, 'display', 'alignItems', 'justifyContent', 'columnGap', 'paddingTop', 'paddingBottom', 'borderTopWidth',
+            'borderTopColor', 'marginTop'),
+        label: css(firstRow.querySelector('label'), 'fontSize', 'fontWeight', 'color'),
+        description: css(firstRow.querySelector('p'), 'fontSize', 'color', 'marginTop', 'maxWidth'),
+        select: css(firstRow.querySelector('select'), 'fontSize', 'minWidth', 'backgroundColor', 'color', 'borderTopColor'),
+        number: css(surface.querySelector('.setting-row input[type="number"]'), 'fontSize', 'minWidth', 'maxWidth', 'backgroundColor',
+            'color', 'borderTopColor'),
+        // Whether each select is as wide as the browser lays out a copy holding only its chosen option, i.e. it shows
+        // that option whole (the browser's own select sizing, arrow included).
+        selectsFit: [...surface.querySelectorAll('.setting-row > select')].map(select => {
+            const copy = select.cloneNode(false);
+            copy.removeAttribute('id');
+            copy.append(new Option(select.selectedOptions[0]?.textContent ?? ''));
+            // Important inline values: the phone cap is an !important rule (concept.css), which a plain inline style loses to.
+            for (const [key, value] of [['position', 'absolute'], ['visibility', 'hidden'], ['width', 'max-content'], ['min-width', '0'],
+                ['max-width', 'none'], ['flex', 'none']]) copy.style.setProperty(key, value, 'important');
+            select.parentElement.append(copy);
+            const needed = copy.getBoundingClientRect().width;
+            copy.remove();
+            return select.getBoundingClientRect().width + 0.5 >= needed;
+        }),
+        pageScroll: document.documentElement.scrollWidth > document.documentElement.clientWidth,
+    };
+}
+
+/**
+ * The concept's Auto-tagging with the recorded deviations applied, for the fixture (all engines on disk, none loaded).
+ * `phone` is a viewport at the concept's 700px breakpoint or below.
+ */
+function mapTaggingConcept(reference, { template, phone }) {
+    const [model, existing, general, character] = reference.rows;
+    const [preview] = reference.actions.buttons;
+    return {
+        ...reference,
+        // D133 adds a row after the thresholds; D134 adds the operation after the actions.
+        tree: [...reference.tree.slice(0, 6), 'div.setting-row', ...reference.tree.slice(6), 'div.operation'],
+        rows: [
+            // D132 (OQ5, OQ6): the four real engines with their download size, and the chosen one's live status.
+            { ...model, text: [model.text[0], ['p', 'Downloaded. Not loaded.', null]],
+                control: { ...model.control, options: MODEL_OPTIONS.map(label => [label, false]), selected: MODEL_OPTIONS[0] },
+                // D132: at phone width the row wraps, so the engine select sits whole under its text.
+                ...(phone ? { flexWrap: 'wrap', controlBelow: true } : {}) },
+            existing, general, character,
+            // D133: the persisted suggestion count, on the concept's number row.
+            { ...general, text: [['label', 'Suggestions per image', 'tag-suggestions'], ['p', SUGGESTIONS, null]],
+                control: { ...general.control, id: 'tag-suggestions', value: '10' } },
+        ],
+        // The saved template (the server's default until one is saved) replaces the concept's sample text.
+        field: { ...reference.field, textarea: { ...reference.field.textarea, value: template } },
+        // D132: Download (for an engine already on disk, "Download again") and Unload replace the two simulated jobs.
+        actions: { ...reference.actions, buttons: [preview, ['Download again', ''], ['Unload', '']] },
+        // D134: the prompt-tag batch, reviewed first.
+        operations: [{ tree: ['div', 'div.row-actions'], title: 'Tag output images', description: BATCH, actions: [['Review', '']] }],
+        // D132: the engine select shows its whole chosen option at every width (at 390 the concept's 120px cap cuts it;
+        // `#tag-model` alone may grow there). Existing tags keeps the concept's own fit, cut or not.
+        selectsFit: reference.selectsFit.map((fit, index) => (index === 0 ? true : fit)),
+    };
+}
+
+async function conceptTagging(page, theme) {
+    await openConcept(page, 'system', theme);
+    await page.locator('#main .section-nav').getByRole('button', { name: 'Auto-tagging', exact: true }).click();
+    await expect(page.locator('#main #tag-template')).toBeVisible();
+    await page.mouse.move(0, 0);
+    return page.evaluate(measureTagging, '#main');
+}
+
+async function productionTagging(page, theme) {
+    await openProduction(page, 'system/tagging', theme);
+    // Compare once the settings and the model status answered.
+    await expect(page.locator('#workspace-main #tag-model')).toBeEnabled();
+    await expect(page.locator('#workspace-main .setting-row').first().locator('p')).toHaveText('Downloaded. Not loaded.');
+    await page.mouse.move(0, 0);
+    return page.evaluate(measureTagging, '#workspace-main');
+}
+
+async function savedTemplate(request, page) {
+    const response = await request.get('/prompt_manager/settings');
+    await expect(response).toBeOK();
+    return { template: (await response.json()).settings.autotag_template, phone: page.viewportSize().width <= 700 };
+}
+
+for (const theme of THEMES) for (const [width, height] of SIZES) {
+    test(`auto-tagging matches the concept ${theme} ${width}x${height}`, async ({ page, request }, testInfo) => {
+        await page.setViewportSize({ width, height });
+        const concept = await conceptTagging(page, theme);
+        await page.screenshot({ path: testInfo.outputPath(`concept-tagging-${theme}-${width}.png`), fullPage: true });
+        const production = await productionTagging(page, theme);
+        await page.screenshot({ path: testInfo.outputPath(`production-tagging-${theme}-${width}.png`), fullPage: true });
+        expect(diffInventory(mapTaggingConcept(concept, await savedTemplate(request, page)), production)).toEqual([]);
+        expect(production.pageScroll).toBe(false);
+    });
+}
+
+// D132 below the concept's smallest size: on a 320px phone the engine select still shows its whole option.
+for (const theme of THEMES) test(`auto-tagging engine select fits at 320 wide ${theme}`, async ({ page }) => {
+    await page.setViewportSize({ width: 320, height: 700 });
+    const production = await productionTagging(page, theme);
+    for (const model of ['hf', 'gguf', 'wd14-swinv2']) {
+        await page.locator('#workspace-main #tag-model').selectOption(model);
+        expect((await page.evaluate(measureTagging, '#workspace-main')).selectsFit[0], model).toBe(true);
+    }
+    expect(production.pageScroll).toBe(false);
+});
+
+test('auto-tagging comparison detects mutations', async ({ page, request }) => {
+    await page.setViewportSize({ width: 1600, height: 1100 });
+    const concept = await conceptTagging(page, 'dark');
+    const saved = await savedTemplate(request, page);
+    const expected = mapTaggingConcept(concept, saved);
+    const production = await productionTagging(page, 'dark');
+    expect(diffInventory(expected, production)).toEqual([]);
+    // Unmapped, the section differs only where D132, D133 and D134 are recorded (and the saved template's text).
+    expect(diffInventory(concept, production).map(item => item.path.split('.').slice(0, 3).join('.'))
+        .filter((path, index, all) => all.indexOf(path) === index).sort()).toEqual([
+        'actions.buttons.1', 'actions.buttons.2', 'field.textarea.value', 'operations.0.actions', 'operations.0.description',
+        'operations.0.title', 'operations.0.tree', 'operations.length', 'rows.0.control', 'rows.0.text', 'rows.4.control', 'rows.4.controlBelow',
+        'rows.4.flexWrap', 'rows.4.text', 'rows.4.tree', 'rows.length', 'tree.6', 'tree.7', 'tree.8', 'tree.9', 'tree.length'].sort());
+    const measure = () => page.evaluate(measureTagging, '#workspace-main');
+    const paths = async () => diffInventory(expected, await measure()).map(item => item.path);
+    // A removed row.
+    const undoRow = await mutate(page, { remove: ['#workspace-main section.surface > .setting-row:nth-of-type(2)'] });
+    expect(await paths()).toEqual(expect.arrayContaining(['rows.length', 'tree.length']));
+    await undoRow();
+    // A renamed label.
+    await page.evaluate(() => { document.querySelector('#workspace-main label[for="tag-existing"]').textContent = 'Existing'; });
+    expect(await paths()).toEqual(['rows.1.text.0.1']);
+    await page.evaluate(() => { document.querySelector('#workspace-main label[for="tag-existing"]').textContent = 'Existing tags'; });
+    // A reordered option.
+    await page.evaluate(() => { const select = document.querySelector('#workspace-main #tag-existing'); select.append(select.options[0]); });
+    expect(await paths()).toEqual(expect.arrayContaining(['rows.1.control.options.0.0']));
+    await page.evaluate(() => { const select = document.querySelector('#workspace-main #tag-existing'); select.prepend(select.options[2]); });
+    // ca-primary moved to another action.
+    await page.evaluate(() => {
+        const [first, second] = document.querySelectorAll('#workspace-main section.surface > .row-actions > button');
+        first.classList.remove('ca-primary');
+        second.classList.add('ca-primary');
+    });
+    expect(await paths()).toEqual(expect.arrayContaining(['actions.buttons.0.1', 'actions.buttons.1.1']));
+    await page.evaluate(() => {
+        const [first, second] = document.querySelectorAll('#workspace-main section.surface > .row-actions > button');
+        second.classList.remove('ca-primary');
+        first.classList.add('ca-primary');
+    });
+    // A select squeezed until its chosen option is cut.
+    const undoSqueeze = await mutate(page, { css: '#workspace-main #tag-model { max-width: 60px !important; min-width: 0 !important; }' });
+    expect(await paths()).toEqual(expect.arrayContaining(['selectsFit.0']));
+    await undoSqueeze();
+    // A row that wraps where the concept's does not.
+    const undoWrap = await mutate(page, { css: '#workspace-main .setting-row:has(> #tag-existing) { flex-wrap: wrap; }' });
+    expect(await paths()).toEqual(['rows.1.flexWrap']);
+    await undoWrap();
+    // A swapped token.
+    const undoToken = await mutate(page, { css: '#workspace-main .settings-layout { --line: rgb(255, 0, 0); }' });
+    expect(await paths()).toEqual(expect.arrayContaining(['row.borderTopColor']));
+    await undoToken();
+    expect(diffInventory(expected, await measure())).toEqual([]);
+});
+
+// D132 at phone width, unmapped: only the engine row wraps; Existing tags keeps the concept's cut select.
+test('auto-tagging at 390 wraps only the engine row', async ({ page, request }) => {
+    await page.setViewportSize({ width: 390, height: 844 });
+    const concept = await conceptTagging(page, 'dark');
+    const production = await productionTagging(page, 'dark');
+    expect(diffInventory(mapTaggingConcept(concept, await savedTemplate(request, page)), production)).toEqual([]);
+    expect(production.rows.map(row => row.flexWrap)).toEqual(['wrap', 'nowrap', 'nowrap', 'nowrap', 'nowrap']);
+    expect(production.selectsFit[1]).toBe(concept.selectsFit[1]);
+});
+
+/** Runs in the page: the open review dialog: its title, body and the concept's tokens. */
+function measureReview() {
+    const dialog = document.querySelector('dialog#modal[open]');
+    const css = (node, ...keys) => node ? Object.fromEntries(keys.map(key => [key, getComputedStyle(node)[key]])) : null;
+    const name = node => [node.localName, ...[...node.classList].sort()].join('.');
+    const text = node => node?.textContent.trim() ?? null;
+    const body = dialog.querySelector('#modal-body');
+    const grid = body.querySelector(':scope > dl.meta-grid');
+    const note = [...body.querySelectorAll(':scope > p.small')].at(-1);
+    const actions = body.querySelector(':scope > .dialog-actions');
+    return {
+        title: text(dialog.querySelector('#modal-title')),
+        tree: [...body.children].map(name),
+        heading: { text: text(body.querySelector(':scope > h3')),
+            ...css(body.querySelector(':scope > h3'), 'fontSize', 'fontWeight', 'color', 'marginBottom') },
+        grid: { rows: [...grid.children].map(row => [text(row.querySelector('dt')), text(row.querySelector('dd'))]),
+            ...css(grid, 'display', 'gridTemplateColumns', 'columnGap', 'rowGap'),
+            dt: css(grid.querySelector('dt'), 'fontSize', 'color', 'textTransform'), dd: css(grid.querySelector('dd'), 'fontSize', 'color') },
+        backup: body.querySelector(':scope > .notice') && { tree: [...body.querySelector(':scope > .notice').children].map(name),
+            text: [...body.querySelectorAll(':scope > .notice > div:first-child > *')].map(node => [node.localName, text(node)]),
+            buttons: [...body.querySelectorAll(':scope > .notice button')].map(text) },
+        note: { text: text(note), ...css(note, 'fontSize', 'color', 'marginTop') },
+        actions: { tree: [...actions.children].map(name), ...css(actions, 'display', 'justifyContent', 'columnGap', 'marginTop'),
+            buttons: [...actions.children].map(item => ({ text: text(item), className: item.className,
+                ...css(item, 'backgroundColor', 'color', 'fontSize', 'paddingTop', 'paddingLeft', 'borderTopColor') })) },
+    };
+}
+
+const number = value => value.toLocaleString('en-US');
+
+/**
+ * D134: the server's batch preview in the concept's review: "Review tag output images" with "Tag output images" as its
+ * `h3`, the model, policy, counts and settings in the concept's `dl.meta-grid` (Backup in the concept's wording), the
+ * upper-bound sentence in the concept's `p.small`, the D55 backup box and Cancel / "Start tagging".
+ */
+function mapBatchConcept(reference, plan) {
+    const [cancel, start] = reference.actions.buttons;
+    return {
+        ...reference,
+        title: 'Review tag output images',
+        tree: ['h3', 'dl.meta-grid', 'p.small', 'div.notice', 'div.dialog-actions'],
+        heading: { ...reference.heading, text: 'Tag output images' },
+        grid: { ...reference.grid, rows: [['Model', 'WD14 SwinV2 · ~400 MB'], ['Existing tags', 'Merge with existing'],
+            ['Images linked', number(plan.images)], ['Prompts', number(plan.prompts)], ['Already tagged', number(plan.already_tagged)],
+            ['Prompts to tag', `up to ${number(plan.to_tag)}`], ['Settings', 'General 0.35 · Character 0.85'],
+            ['Backup', 'Create and verify before changes']] },
+        backup: { tree: ['div', 'div.row-actions'], text: [['h3', 'Back up the database first (recommended)'],
+            ['p', 'Downloads a copy of the prompts database before this operation changes any records.']], buttons: ['Back up now'] },
+        note: { ...reference.note, text: 'Nothing is written until you start. Missing files and files outside the output folders '
+            + 'are counted, so the prompts to tag are an upper bound; Activity reports what was tagged.' },
+        actions: { ...reference.actions, buttons: [cancel, { ...start, text: 'Start tagging' }] },
+    };
+}
+
+async function conceptReview(page, theme) {
+    await openConcept(page, 'system', theme);
+    await page.locator('#main .section-nav').getByRole('button', { name: 'Maintenance', exact: true }).click();
+    await page.locator('#main [data-plan="duplicate prompts"]').click();
+    await expect(page.locator('dialog#modal[open] #modal-title')).toHaveText('Review maintenance plan');
+    await page.mouse.move(0, 0);
+    return page.evaluate(measureReview);
+}
+
+async function productionReview(page, theme) {
+    await productionTagging(page, theme);
+    // Every concept-fixture prompt with an image is already tagged, so under the saved Skip there is nothing to start
+    // (the Cancel-only review). Merge reviews a batch with work: the full review the concept's shell is compared with.
+    await page.locator('#workspace-main #tag-existing').selectOption('merge');
+    const answer = page.waitForResponse(response => response.url().endsWith(PREVIEW_URL));
+    await page.locator('#workspace-main .operation').getByRole('button', { name: 'Review', exact: true }).click();
+    const plan = await (await answer).json();
+    await expect(page.locator('dialog#modal[open] #modal-title')).toHaveText('Review tag output images');
+    await page.mouse.move(0, 0);
+    return { plan, production: await page.evaluate(measureReview) };
+}
+
+for (const theme of THEMES) for (const [width, height] of SIZES) {
+    test(`tag output images review matches the concept ${theme} ${width}x${height}`, async ({ page }, testInfo) => {
+        await page.setViewportSize({ width, height });
+        const concept = await conceptReview(page, theme);
+        expect(concept.tree).toEqual(['p.demo-note', 'h3', 'dl.meta-grid', 'p.small', 'div.dialog-actions']);
+        await page.screenshot({ path: testInfo.outputPath(`concept-plan-review-${theme}-${width}.png`) });
+        const { plan, production } = await productionReview(page, theme);
+        // Under Merge every prompt with a linked image is tagged again: the batch has work to review.
+        expect(plan.to_tag).toBeGreaterThan(0);
+        await page.screenshot({ path: testInfo.outputPath(`production-tagging-review-${theme}-${width}.png`) });
+        expect(diffInventory(mapBatchConcept(concept, plan), production)).toEqual([]);
+    });
+}
+
+/**
+ * D134 (CUJ 5): Replace after review never runs as a batch: the same review shell with the counts, the reason as its
+ * `p.small`, no backup box and only Cancel (the shared close-only review Integrations also uses).
+ */
+function mapCancelOnlyConcept(reference, plan) {
+    const [cancel] = reference.actions.buttons;
+    const mapped = mapBatchConcept(reference, plan);
+    return {
+        ...mapped,
+        tree: ['h3', 'dl.meta-grid', 'p.small', 'div.dialog-actions'],
+        grid: { ...mapped.grid, rows: mapped.grid.rows.map(([term, value]) => [term, term === 'Existing tags' ? 'Replace after review' : value]) },
+        backup: null,
+        note: { ...reference.note, text: 'Replacing tags needs a review of each image. Use Preview tagging review, or choose Skip or '
+            + 'Merge for a batch run.' },
+        actions: { ...reference.actions, tree: [reference.actions.tree[0]], buttons: [cancel] },
+    };
+}
+
+test('the Cancel-only review matches the concept review shell', async ({ page }) => {
+    await page.setViewportSize({ width: 1600, height: 1100 });
+    const concept = await conceptReview(page, 'dark');
+    await productionTagging(page, 'dark');
+    await page.locator('#workspace-main #tag-existing').selectOption('replace_after_review');
+    const answer = page.waitForResponse(response => response.url().endsWith(PREVIEW_URL));
+    await page.locator('#workspace-main .operation').getByRole('button', { name: 'Review', exact: true }).click();
+    const plan = await (await answer).json();
+    expect(plan.review_required).toBe(true);
+    await expect(page.locator('dialog#modal[open] #modal-title')).toHaveText('Review tag output images');
+    await page.mouse.move(0, 0);
+    expect(diffInventory(mapCancelOnlyConcept(concept, plan), await page.evaluate(measureReview))).toEqual([]);
+});
+
+test('tag output images review comparison detects mutations', async ({ page }) => {
+    await page.setViewportSize({ width: 1600, height: 1100 });
+    const concept = await conceptReview(page, 'dark');
+    const { plan } = await productionReview(page, 'dark');
+    const expected = mapBatchConcept(concept, plan);
+    const paths = async () => diffInventory(expected, await page.evaluate(measureReview)).map(item => item.path);
+    expect(await paths()).toEqual([]);
+    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[5].textContent = 'To tag'; });
+    expect(await paths()).toEqual(['grid.rows.5.0']);
+    await page.evaluate(() => { document.querySelectorAll('dialog#modal[open] dl.meta-grid dt')[5].textContent = 'Prompts to tag'; });
+    const undoGrid = await mutate(page, { css: 'dialog#modal dl.meta-grid { column-gap: 3px; }' });
+    expect(await paths()).toEqual(expect.arrayContaining(['grid.columnGap']));
+    await undoGrid();
+    const undoBox = await mutate(page, { remove: ['dialog#modal[open] #modal-body > .notice'] });
+    expect(await paths()).toEqual(expect.arrayContaining(['backup', 'tree.length']));
+    await undoBox();
+    expect(await paths()).toEqual([]);
+});

tests/browser/tagging-concept.spec.mjs

@@ -236,7 +236,7 @@ test('paired Tag dialog captures', async ({ page, request }, testInfo) => {
     await expect(await request.post('/__test__/tagging/models', { data: { unavailable: ['wd14-swinv2'] } })).toBeOK();
     await openTagDialog(page, 'production', 'dark');
     await generateWith(page, 'production').catch(() => {});
-    await expect(status()).toHaveText('WD14 SwinV2 is not downloaded. Download it from the legacy Auto-tag page.');
+    await expect(status()).toHaveText('WD14 SwinV2 is not downloaded. Download it in System › Auto-tagging.');
     await shot('production-unavailable');
     await expect(await request.post('/__test__/tagging/models', { data: { unavailable: [] } })).toBeOK();
 

tests/browser/workflows.spec.mjs

@@ -257,6 +257,18 @@ async function chooseRestore(page, file) {
     await page.locator('#restoreFileInput').setInputFiles(file);
 }
 
+// Confirms the chosen restore and waits for the server's answer, not for a timer: a restore is disk-bound and can take
+// longer than an expect timeout on a slow runner (#359). The modal closes only after that answer.
+async function confirmRestoreAndWait(page) {
+    const restored = page.waitForResponse(response => response.url().endsWith('/prompt_manager/restore'));
+    await page.locator('#confirmRestore').click();
+    const response = await restored;
+    const body = await response.text();
+    expect(response.status(), body).toBe(200);
+    expect(JSON.parse(body)).toMatchObject({ success: true, prompt_count: 2, backup_created: expect.any(String) });
+    await expect(page.locator('#restoreModal')).toBeHidden();
+}
+
 function confirmNextDialog(page, accept, message) {
     page.once('dialog', async dialog => {
         expect(dialog.type()).toBe('confirm');
@@ -287,12 +299,7 @@ test('downloaded backup restores deleted prompts, tags, and image links through
     expect(await promptSnapshot(request)).not.toEqual(before);
     await chooseRestore(page, backup);
     confirmNextDialog(page, true, backup.name);
-    const restored = page.waitForResponse(response => response.url().endsWith('/prompt_manager/restore'));
-    await page.locator('#confirmRestore').click();
-    const response = await restored;
-    expect(response.ok()).toBe(true);
-    expect(await response.json()).toMatchObject({ success: true, prompt_count: 2, backup_created: expect.any(String) });
-    await expect(page.locator('#restoreModal')).toBeHidden();
+    await confirmRestoreAndWait(page);
     await expect(page.locator('.prompt-text')).toHaveCount(2);
     await page.reload();
     await expect(page.locator('.prompt-text').filter({ hasText: 'Cat portrait' })).toBeVisible();
@@ -335,8 +342,7 @@ test('restore validation and cancellation preserve live data and allow a valid r
     expect(await promptSnapshot(request)).toEqual(before);
     await page.locator('#restoreFileInput').setInputFiles(backup);
     confirmNextDialog(page, true, backup.name);
-    await page.locator('#confirmRestore').click();
-    await expect(page.locator('#restoreModal')).toBeHidden();
+    await confirmRestoreAndWait(page);
     expect(await promptSnapshot(request)).toEqual(before);
 });
 
@@ -356,8 +362,7 @@ test('backup and restore recover from interrupted network requests without losin
     await expect(page.locator('#restoreModal')).toBeVisible();
     expect(await promptSnapshot(request)).toEqual(before);
     confirmNextDialog(page, true, backup.name);
-    await page.locator('#confirmRestore').click();
-    await expect(page.locator('#restoreModal')).toBeHidden();
+    await confirmRestoreAndWait(page);
     expect(await promptSnapshot(request)).toEqual(before);
 });
 

tests/browser/workspace-activity.spec.mjs

@@ -1088,6 +1088,36 @@ test('a held legacy job and the health check show no tiles, no Results and no ma
     await expect(toast(page)).toHaveText('Health check finished.');
 });
 
+// #328: a tagging model download is a job of its own kind with no byte progress and no Cancel; Activity shows it
+// through the generic held view (its title, status line and an indeterminate bar), then its end toast.
+test('a held model download shows its title, an indeterminate bar and no Cancel; its end toast follows', async ({ page, request }) => {
+    await page.setViewportSize({ width: 1600, height: 1100 });
+    const title = 'Tagging model download · WD14 ViT';
+    await expect(await request.post('/__test__/tagging/reset')).toBeOK();
+    await expect(await request.post('/__test__/tagging/download', { data: { mode: 'hold' } })).toBeOK();
+    try {
+        const response = await request.post('/prompt_manager/jobs/model-download', { data: { model_type: 'wd14-vit' } });
+        expect(response.status()).toBe(202);
+        const job = (await response.json()).job;
+        expect([job.kind, job.title, job.cancellable]).toEqual(['model_download', title, false]);
+        await page.goto(`${workspace}#/activity`);
+        const item = items(page).filter({ has: page.getByRole('link', { name: new RegExp(`${title}$`) }) });
+        await expect(item.locator('progress')).not.toHaveAttribute('value');
+        await expect(item.getByRole('button', { name: 'Cancel job', exact: true })).toHaveCount(0);
+        await item.getByRole('link').click();
+        await expect(heading(page).locator('h1')).toHaveText(title);
+        await expect(progressSection(page).locator('.panel-heading > span.small')).toHaveText('Downloading WD14 ViT (~400 MB)');
+        await expect(progressSection(page).locator('progress')).not.toHaveAttribute('value');
+        await expect(progressSection(page).locator('dl.stat-row')).toHaveCount(0);
+        await expect(heading(page).getByRole('button', { name: /^Cancel/ })).toHaveCount(0);
+        await expect(await request.post('/__test__/tagging/download', { data: { mode: 'succeed' } })).toBeOK();
+        await expect(toast(page)).toHaveText(`${title} finished.`);
+        await expect(heading(page).locator('p.muted')).toHaveText(/^Finished \d\d:\d\d$/);
+    } finally {
+        await request.post('/__test__/tagging/reset');
+    }
+});
+
 // S5 review I3: a thumbnail job with nothing to generate ends on the server's final line ("No previews to generate · N
 // already up to date"), never on a stale "Processing file 0 of 0" under the Completed chip.
 test('a finished thumbnail job with nothing to do says so', async ({ page, request }) => {

tests/browser/workspace-system-backups.spec.mjs

@@ -485,5 +485,6 @@ test('a safety backup file (no .db extension) can be picked and reviewed (M3)',
     const answer = await chooseBackup(page, bytes, 'prompts.db.backup_20261025_093000_000000');
     expect((await answer).status()).toBe(200);
     await expect(dialog(page).locator('#modal-title')).toHaveText('Restore preview');
-    expect((await gridOf(page))[0][1]).toMatch(/^prompts\.db\.backup_20261025_093000_000000 · \d+ KB · .+$/);
+    // The copy's size depends on what earlier tests on this server wrote: KB or MB.
+    expect((await gridOf(page))[0][1]).toMatch(/^prompts\.db\.backup_20261025_093000_000000 · [\d,.]+ (KB|MB) · .+$/);
 });

tests/browser/workspace-system-integrations.spec.mjs

@@ -322,7 +322,7 @@ test('a partial save made from Integrations keeps its outcome when Sources opens
 
 test('Review import shows replacement, blocked items and network effects with the backup box; Start opens the job (D107)',
     async ({ page, request }) => {
-        await lora(request, { loras: 3, civitai: true, previous: 2 });
+        await lora(request, { loras: 3, civitai: true, preview: false, previous: 2 });
         const previews = [];
         const applies = [];
         page.on('request', item => {
@@ -339,13 +339,17 @@ test('Review import shows replacement, blocked items and network effects with th
         await expect(dialog(page).locator('#modal-body > h3')).toHaveText('LoRA reference data');
         expect(previews).toEqual([{}]);
         expect(await gridOf(page)).toEqual([
+            ['LoraManager', 'environment settings · alongside storage · library default'],
             ['Scope', 'Replace 2 imported prompts with 3 LoRAs'],
-            ['Found', '3 metadata files · 3 readable'],
+            ['Found', '3 metadata files · 3 LoRAs · 0 with local images'],
             ['Protected', 'Nothing is protected'],
             ['Network', 'Downloads up to 3 example images from CivitAI'],
             ['Backup', 'Create and verify before changes (browser.db.backup_<date and time>)'],
             ['Media on disk', 'No files are removed; image links are replaced'],
         ]);
+        // #355: the settings file the server read is the LoraManager row's hover title.
+        await expect(dialog(page).locator('dl.meta-grid > div').first().locator('dd'))
+            .toHaveAttribute('title', /lora-manager-settings[\/\\]settings\.json$/);
         await expect(dialog(page).locator('details > summary')).toHaveText('LoRAs found (3)');
         await expect(dialog(page).locator('.notice h3')).toHaveText('Back up the database first (recommended)');
         await expect(dialog(page).locator('p.small').last()).toContainText('stay in the image cache');
@@ -381,7 +385,8 @@ test('saved pairs block the import: the review explains it and offers only Close
     await openIntegrations(page);
     await enable(page);
     await layoutOf(page).getByRole('button', { name: 'Review import', exact: true }).click();
-    expect((await gridOf(page))[2]).toEqual(['Protected', '1 imported prompt used by saved pairs']);
+    // gridOf reads once; poll until the review has rendered its rows.
+    await expect.poll(async () => (await gridOf(page))[3]).toEqual(['Protected', '1 imported prompt used by saved pairs']);
     await expect(dialog(page).locator('p.small')).toHaveText(
         'Delete or change the saved pairs that use these prompts, then review the import again. Nothing was changed.');
     expect(await dialog(page).locator('.dialog-actions button').allTextContents()).toEqual(['Close']);
@@ -389,6 +394,51 @@ test('saved pairs block the import: the review explains it and offers only Close
     await expect(dialog(page)).toHaveCount(0);
 });
 
+test('unusable LoraManager settings: the review says why and offers only Close (#355)', async ({ page, request }) => {
+    await lora(request, { previous: 1, settings: 'invalid' });
+    await openIntegrations(page);
+    await enable(page);
+    const before = await serverJson(request, '/__test__/integrations/state');
+    await layoutOf(page).getByRole('button', { name: 'Review import', exact: true }).click();
+    await expect.poll(async () => (await gridOf(page))[0])
+        .toEqual(['LoraManager', 'Not usable: the settings file is not valid JSON']);
+    await expect(dialog(page).locator('p.small')).toHaveText(
+        'LoraManager settings: not usable: the settings file is not valid JSON. Nothing was changed.');
+    expect(await dialog(page).locator('.dialog-actions button').allTextContents()).toEqual(['Close']);
+    await dialog(page).getByRole('button', { name: 'Close', exact: true }).click();
+    await expect(dialog(page)).toHaveCount(0);
+    expect(await serverJson(request, '/__test__/integrations/state')).toEqual(before);
+});
+
+test('imported LoRA previews show on the Library card and open in the inspector and viewer (#355 G6)', async ({ page, request }) => {
+    await lora(request, { loras: 1 });
+    await openIntegrations(page);
+    await enable(page);
+    await layoutOf(page).getByRole('button', { name: 'Review import', exact: true }).click();
+    await dialog(page).getByRole('button', { name: 'Start import', exact: true }).click();
+    await expect(page).toHaveURL(/#\/activity\/[0-9a-f]{32}$/);
+    expect((await ended(request, page.url().split('/').pop())).state).toBe('finished');
+    await page.goto(`${workspace}#/library`);
+    const card = page.locator('#workspace-main article.prompt-card').filter({ hasText: 'Style 01' });
+    const cover = card.locator('.card-art img');
+    await expect(cover).toHaveAttribute('src', /\/prompt_manager\/images\/serve\/style_01\.png\?root=\d+&root_scope=[0-9a-f]{64}$/);
+    await expect.poll(() => cover.evaluate(node => node.complete && node.naturalWidth)).toBeGreaterThan(0);
+    await expect(card.locator('.card-art')).not.toContainText('No available image previews');
+    // The prompt's gallery: Info inspects the file and the viewer opens it; no Tag action or star for LoRA media.
+    await card.getByRole('button', { name: 'Explore history', exact: true }).click();
+    const item = page.getByRole('region', { name: 'Shared gallery', exact: true }).locator('article[data-image-key]').first();
+    await expect(item.getByRole('button', { name: 'Tag or auto-tag style_01.png', exact: true })).toHaveCount(0);
+    await expect(item.locator('.star-button')).toHaveCount(0);
+    await item.getByRole('button', { name: 'Inspect style_01.png', exact: true }).click();
+    const inspector = page.getByRole('complementary', { name: 'Selected image details', exact: true });
+    await expect(inspector).toContainText('style_01.png');
+    await item.getByRole('button', { name: 'Open style_01.png', exact: true }).click();
+    await expect(page.locator('dialog[open] .viewer-canvas img')).toBeVisible();
+    await expect.poll(() => page.locator('dialog[open] .viewer-canvas img').evaluate(node => node.complete && node.naturalWidth))
+        .toBeGreaterThan(0);
+    await page.keyboard.press('Escape');
+});
+
 test('a failed import keeps old imports and its job says so', async ({ page, request }) => {
     await lora(request, { loras: 2, previous: 2 });
     await openIntegrations(page);
@@ -407,7 +457,7 @@ test('a failed import keeps old imports and its job says so', async ({ page, req
 });
 
 test('the import can be cancelled while it downloads; then nothing is written', async ({ page, request }) => {
-    await lora(request, { loras: 2, civitai: true, previous: 1 });
+    await lora(request, { loras: 2, civitai: true, preview: false, previous: 1 });
     await openIntegrations(page);
     await enable(page);
     const before = await serverJson(request, '/__test__/integrations/state');

tests/browser/workspace-system-sources.spec.mjs

@@ -429,7 +429,9 @@ test('Rebuild all is explicit and the plan line says every preview is regenerate
     await expect(page).toHaveURL(/#\/activity\/[0-9a-f]{32}$/);
     expect(seen.starts).toEqual([{ mode: 'rebuild' }]);
     const id = page.url().split('/').pop();
-    await expect.poll(async () => (await serverJson(request, `/prompt_manager/jobs/${id}`)).job.state).toBe('finished');
+    // Rebuild regenerates all 24 previews with real image work: on a busy CI
+    // runner that took over 5 s (12 of 24 done at the default poll budget).
+    await expect.poll(async () => (await serverJson(request, `/prompt_manager/jobs/${id}`)).job.state, { timeout: 30000 }).toBe('finished');
 });
 
 test('a plan that cannot be read says so; Start still starts', async ({ page }) => {

tests/browser/workspace-system-tagging.spec.mjs

@@ -0,0 +1,385 @@
+import { startCoverage, saveCoverage } from '../../tools/vendor/browser-coverage.mjs';
+import { test, expect } from './fixtures.mjs';
+
+// System › Auto-tagging (#328, System S11 Tasks 6–7) on the tagging fixture (workspace_tagging_fixture.py) with the
+// injected fake model: no model file exists and nothing is downloaded or run for real. The fake download waits on the
+// fixture (`/__test__/tagging/download {mode}`), and every reset releases it. Every test asserts that no legacy
+// download stream (`/autotag/download/`) was requested: the section downloads only through the Activity job.
+const workspace = '/prompt_manager/workspace';
+const MODELS_URL = '/prompt_manager/autotag/models';
+const PREVIEW_URL = '/prompt_manager/autotag/batch/preview';
+const SETTINGS_URL = '/prompt_manager/settings';
+const MODEL_LABELS = ['WD14 SwinV2 · ~400 MB', 'WD14 ViT · ~400 MB', 'GGUF JoyCaption · ~4.5 GB', 'HuggingFace JoyCaption · ~16 GB'];
+const FIRST = 'tagging/dunes_00001.png';
+const SECOND = 'tagging/dunes_00002.png';
+
+test.beforeEach(async ({ page, request, browserName }) => {
+    await startCoverage(page, browserName);
+    await expect(await request.post('/__test__/tagging/reset', { data: {} })).toBeOK();
+    await expect(await request.post('/__test__/system/reset')).toBeOK();
+    await expect(await request.post('/__test__/jobs/restart')).toBeOK();
+    page.systemErrors = [];
+    page.on('pageerror', error => page.systemErrors.push(error.message));
+    page.downloads = [];
+    page.modelCalls = [];
+    page.on('request', item => {
+        const { pathname } = new URL(item.url());
+        if (pathname.includes('/autotag/download/')) page.downloads.push(pathname);
+        if (pathname.startsWith('/prompt_manager/autotag/') || pathname.startsWith('/prompt_manager/image-annotations/suggest')
+            || pathname.startsWith('/prompt_manager/jobs/model-download')) page.modelCalls.push(`${item.method()} ${pathname}`);
+    });
+});
+
+test.afterEach(async ({ page, request, browserName }) => {
+    await saveCoverage(page, browserName);
+    // The reset releases a held fake download, so no runner outlives the test.
+    await request.post('/__test__/tagging/reset', { data: {} });
+    await request.post('/__test__/jobs/restart');
+    await request.post('/__test__/system/reset');
+    expect(page.systemErrors).toEqual([]);
+    expect(page.downloads).toEqual([]);
+});
+
+const toast = page => page.locator('#workspace-toast');
+const layoutOf = page => page.locator('#workspace-main .settings-layout');
+const dialog = page => page.locator('dialog#modal[open]');
+const status = page => page.locator('#settings-status');
+const save = page => page.getByRole('button', { name: 'Save preferences', exact: true });
+const surface = page => layoutOf(page).locator(':scope > section.surface');
+const settingOf = (page, label) => layoutOf(page).locator('.setting-row').filter({ has: page.locator(`label:text-is("${label}")`) });
+const modelRow = page => settingOf(page, 'Tagging model');
+const actionOf = (page, name) => surface(page).locator(':scope > .row-actions').getByRole('button', { name, exact: true });
+const reviewButton = page => surface(page).locator('.operation').getByRole('button', { name: 'Review', exact: true });
+const card = (page, path) => page.locator(`article[data-image-key="0:${path}"]`);
+const tagDialog = page => page.getByRole('dialog', { name: 'Tag image', exact: true });
+const gridOf = page => dialog(page).locator('dl.meta-grid > div').evaluateAll(items => items.map(item =>
+    [item.querySelector('dt').textContent, item.querySelector('dd').textContent]));
+
+async function serverJson(request, url) {
+    const response = await request.get(url);
+    await expect(response).toBeOK();
+    return response.json();
+}
+
+async function fakeDownload(request, mode) {
+    await expect(await request.post('/__test__/tagging/download', { data: { mode } })).toBeOK();
+}
+
+async function unavailable(request, models) {
+    await expect(await request.post('/__test__/tagging/models', { data: { unavailable: models } })).toBeOK();
+}
+
+async function ended(request, id) {
+    await expect.poll(async () => (await serverJson(request, `/prompt_manager/jobs/${id}`)).job.state).not.toBe('running');
+    return (await serverJson(request, `/prompt_manager/jobs/${id}`)).job;
+}
+
+/** System › Auto-tagging on a fresh page (the drafts live for the page session, Q10), settled on the model status. */
+async function openTagging(page) {
+    if (page.url().endsWith('#/system/tagging')) await page.reload();
+    else await page.goto(`${workspace}#/system/tagging`);
+    await expect(surface(page)).toHaveCount(1);
+    await expect(page.locator('#tag-model')).toBeEnabled();
+    await expect(modelRow(page).locator('p').first()).not.toHaveText('Loading model status…');
+}
+
+/** Select `path` in Images (the concept's `state.selectedImage`), then open System › Auto-tagging from the sidebar. */
+async function selectThenOpen(page, path) {
+    await page.goto(`${workspace}#/images`);
+    await card(page, path).getByRole('button', { name: `Inspect ${path.split('/').pop()}`, exact: true }).click();
+    await expect(card(page, path)).toHaveClass(/\bselected\b/);
+    await page.locator('aside.sidebar a[href="#/system"]').click();
+    await page.locator('#workspace-main .section-nav').getByRole('button', { name: 'Auto-tagging', exact: true }).click();
+    await expect(page.locator('#tag-model')).toBeEnabled();
+    await expect(modelRow(page).locator('p').first()).not.toHaveText('Loading model status…');
+}
+
+test('model options are the four real engines with size and the description shows live status', async ({ page, request }) => {
+    await unavailable(request, ['wd14-vit', 'hf']);
+    await openTagging(page);
+    expect(await surface(page).locator(':scope > h2').textContent()).toBe('Auto-tagging');
+    expect(await page.locator('#tag-model option').allTextContents()).toEqual(MODEL_LABELS);
+    await expect(page.locator('#tag-model')).toHaveValue('wd14-swinv2');
+    const line = modelRow(page).locator('p').first();
+    await expect(line).toHaveText('Downloaded. Not loaded.');
+    await expect(actionOf(page, 'Download again')).toBeVisible();
+    // Choosing another engine drafts it and tells its own status; nothing is downloaded or loaded.
+    await page.locator('#tag-model').selectOption('wd14-vit');
+    await expect(line).toHaveText('Not downloaded. Download size ~400 MB.');
+    await expect(actionOf(page, 'Download')).toBeVisible();
+    await page.locator('#tag-model').selectOption('hf');
+    await expect(line).toHaveText('Not downloaded. Download size ~16 GB.');
+    await expect(status(page)).toHaveText('Unsaved changes.');
+    // The other rows keep the concept's copy and the saved values (D133 adds Suggestions per image).
+    expect(await surface(page).locator(':scope > .setting-row label').allTextContents()).toEqual(['Tagging model', 'Existing tags',
+        'General-tag confidence', 'Character-tag confidence', 'Suggestions per image']);
+    await expect(page.locator('#tag-existing')).toHaveValue('skip');
+    await expect(page.locator('#threshold-general')).toHaveValue('0.35');
+    await expect(page.locator('#threshold-character')).toHaveValue('0.85');
+    await expect(page.locator('#tag-suggestions')).toHaveValue('10');
+    const settings = await serverJson(request, SETTINGS_URL);
+    await expect(page.locator('#tag-template')).toHaveValue(settings.settings.autotag_template);
+    // Unload is offered only while a model is loaded (none is).
+    await expect(actionOf(page, 'Unload')).toBeDisabled();
+});
+
+test('entering the section makes no model call besides status', async ({ page }) => {
+    await openTagging(page);
+    await page.locator('#workspace-main .section-nav').getByRole('button', { name: 'Integrations', exact: true }).click();
+    await page.locator('#workspace-main .section-nav').getByRole('button', { name: 'Auto-tagging', exact: true }).click();
+    await expect(page.locator('#tag-model')).toBeEnabled();
+    await expect(modelRow(page).locator('p').first()).toHaveText('Downloaded. Not loaded.');
+    // One status read per mount (two mounts), and nothing else that could load, run or download a model.
+    expect(page.modelCalls).toEqual([`GET ${MODELS_URL}`, `GET ${MODELS_URL}`]);
+    const models = await (await page.request.get(MODELS_URL)).json();
+    expect(models.model_loaded).toBe(false);
+});
+
+test('defaults save through Save preferences and the Tag image dialog uses them', async ({ page, request }) => {
+    await openTagging(page);
+    await page.locator('#tag-existing').selectOption('merge');
+    await page.locator('#threshold-general').fill('0.4');
+    await page.locator('#threshold-general').press('Tab');
+    await page.locator('#tag-suggestions').fill('15');
+    await page.locator('#tag-suggestions').press('Tab');
+    const posted = page.waitForRequest(item => item.method() === 'POST' && new URL(item.url()).pathname === SETTINGS_URL);
+    await save(page).click();
+    const body = (await posted).postDataJSON();
+    expect(body).toMatchObject({ autotag_existing: 'merge', autotag_general_threshold: 0.4, autotag_suggestion_limit: 15 });
+    expect(typeof body.expected_revision).toBe('string');
+    await expect(status(page)).toHaveText('Saved to the server configuration.');
+    const saved = (await serverJson(request, SETTINGS_URL)).settings;
+    expect([saved.autotag_existing, saved.autotag_general_threshold, saved.autotag_character_threshold, saved.autotag_suggestion_limit])
+        .toEqual(['merge', 0.4, 0.85, 15]);
+    const models = await serverJson(request, MODELS_URL);
+    expect([models.existing, models.wd14_general_threshold, models.suggestion_limit]).toEqual(['merge', 0.4, 15]);
+    // The Tag image dialog in a fresh page starts from them.
+    await page.goto(`${workspace}#/images`);
+    await card(page, FIRST).getByRole('button', { name: `Tag or auto-tag ${FIRST.split('/').pop()}`, exact: true }).click();
+    await expect(tagDialog(page)).toBeVisible();
+    await expect(tagDialog(page).locator('#image-general-threshold')).toHaveValue('0.4');
+    await expect(tagDialog(page).locator('#image-character-threshold')).toHaveValue('0.85');
+    await expect(tagDialog(page).locator('#image-suggestion-limit')).toHaveValue('15');
+});
+
+test('a refused value shows the server\'s message', async ({ page, request }) => {
+    const before = (await serverJson(request, SETTINGS_URL)).settings;
+    // An image is selected, so Preview tagging review is held back only by the invalid value below.
+    await selectThenOpen(page, FIRST);
+    await page.locator('#threshold-general').fill('1.5');
+    await page.locator('#threshold-general').press('Tab');
+    await save(page).click();
+    await expect(status(page)).toHaveText('General-tag confidence must be between 0 and 1.');
+    await expect(page.locator('#threshold-general')).toHaveAttribute('aria-invalid', 'true');
+    // Nothing was written; the draft is kept for the next Save.
+    expect((await serverJson(request, SETTINGS_URL)).settings.autotag_general_threshold).toBe(before.autotag_general_threshold);
+    await expect(page.locator('#threshold-general')).toHaveValue('1.5');
+    // While the value is invalid, Preview tagging review is aria-disabled and explains instead of opening (Playwright
+    // waits on an aria-disabled control, so it is pressed from the keyboard, as a user can).
+    await expect(actionOf(page, 'Preview tagging review')).toHaveAttribute('aria-disabled', 'true');
+    await actionOf(page, 'Preview tagging review').focus();
+    await page.keyboard.press('Enter');
+    await expect(toast(page)).toHaveText('General-tag confidence must be between 0 and 1.');
+    await expect(tagDialog(page)).toHaveCount(0);
+    await page.locator('#threshold-general').fill('0.5');
+    await page.locator('#threshold-general').press('Tab');
+    await expect(page.locator('#threshold-general')).not.toHaveAttribute('aria-invalid', 'true');
+    await expect(status(page)).toHaveText('Unsaved changes.');
+    await expect(actionOf(page, 'Preview tagging review')).not.toHaveAttribute('aria-disabled', 'true');
+});
+
+test('a value off the 0.05 step is refused and never reaches the Tag image dialog (#369)', async ({ page, request }) => {
+    const before = (await serverJson(request, SETTINGS_URL)).settings;
+    const STEP = 'General-tag confidence must be a multiple of 0.05.';
+    await selectThenOpen(page, FIRST);
+    await page.locator('#threshold-general').fill('0.37');
+    await page.locator('#threshold-general').press('Tab');
+    // Preview tagging review explains instead of opening a dialog whose Generate the browser would block.
+    await expect(actionOf(page, 'Preview tagging review')).toHaveAttribute('aria-disabled', 'true');
+    await actionOf(page, 'Preview tagging review').focus();
+    await page.keyboard.press('Enter');
+    await expect(toast(page)).toHaveText(STEP);
+    await expect(tagDialog(page)).toHaveCount(0);
+    // The server refuses the save with the same sentence and writes nothing.
+    await save(page).click();
+    await expect(status(page)).toHaveText(STEP);
+    expect((await serverJson(request, SETTINGS_URL)).settings.autotag_general_threshold).toBe(before.autotag_general_threshold);
+    // A value on the step opens the dialog, and its Generate passes the browser's own check and sends.
+    await page.locator('#threshold-general').fill('0.4');
+    await page.locator('#threshold-general').press('Tab');
+    await expect(actionOf(page, 'Preview tagging review')).not.toHaveAttribute('aria-disabled', 'true');
+    await actionOf(page, 'Preview tagging review').click();
+    await expect(tagDialog(page).locator('#image-general-threshold')).toHaveValue('0.4');
+    expect(await tagDialog(page).locator('#image-general-threshold').evaluate(input => input.checkValidity())).toBe(true);
+    const suggested = page.waitForResponse(item => item.url().endsWith('/image-annotations/suggest'));
+    await tagDialog(page).getByRole('button', { name: 'Generate suggestions', exact: true }).click();
+    const answer = await suggested;
+    expect(answer.request().postDataJSON().options.general_threshold).toBe(0.4);
+});
+
+test('Download starts the job and Activity shows it without Cancel', async ({ page, request }) => {
+    await unavailable(request, ['wd14-vit']);
+    await fakeDownload(request, 'hold');
+    await openTagging(page);
+    await page.locator('#tag-model').selectOption('wd14-vit');
+    const started = page.waitForResponse(item => new URL(item.url()).pathname === '/prompt_manager/jobs/model-download');
+    await actionOf(page, 'Download').click();
+    const answer = await started;
+    expect(answer.status()).toBe(202);
+    expect(answer.request().postDataJSON()).toEqual({ model_type: 'wd14-vit' });
+    const { job } = await answer.json();
+    expect(job.title).toBe('Tagging model download · WD14 ViT');
+    await expect(toast(page)).toHaveText('Tagging model download · WD14 ViT started.');
+    await expect(page).toHaveURL(`${workspace}#/activity/${job.id}`);
+    const main = page.locator('#workspace-main');
+    await expect(main.locator('h1')).toHaveText('Tagging model download · WD14 ViT');
+    await expect(main.getByRole('button', { name: /^Cancel/ })).toHaveCount(0);
+    // Indeterminate: the server knows no byte progress.
+    await expect(main.locator('progress').first()).toBeVisible();
+    expect(await main.locator('progress').first().evaluate(node => node.hasAttribute('value'))).toBe(false);
+    await fakeDownload(request, 'succeed');
+    expect((await ended(request, job.id)).state).toBe('finished');
+    await expect(toast(page)).toHaveText('Tagging model download · WD14 ViT finished.');
+    // Back in the section, the engine reads as on disk (the fake marks it downloaded on success).
+    await page.goto(`${workspace}#/system/tagging`);
+    await expect(page.locator('#tag-model')).toBeEnabled();
+    await page.locator('#tag-model').selectOption('wd14-vit');
+    await expect(modelRow(page).locator('p').first()).toHaveText('Downloaded. Not loaded.');
+    expect(page.modelCalls.filter(call => call.startsWith('POST'))).toEqual(['POST /prompt_manager/jobs/model-download']);
+});
+
+test('Unload is enabled only while a model is loaded, and a held gate\'s refusal names the operation', async ({ page, request }) => {
+    await openTagging(page);
+    await expect(actionOf(page, 'Unload')).toBeDisabled();
+    // Load WD14 SwinV2 the way a user does: Generate suggestions in the Tag image dialog.
+    await page.goto(`${workspace}#/images`);
+    await card(page, FIRST).getByRole('button', { name: `Tag or auto-tag ${FIRST.split('/').pop()}`, exact: true }).click();
+    await expect(tagDialog(page)).toBeVisible();
+    const suggested = page.waitForResponse(item => item.url().endsWith('/image-annotations/suggest'));
+    await tagDialog(page).getByRole('button', { name: 'Generate suggestions', exact: true }).click();
+    expect((await suggested).status()).toBe(200);
+    await tagDialog(page).getByRole('button', { name: 'Cancel', exact: true }).click();
+    await openTagging(page);
+    await expect(modelRow(page).locator('p').first()).toHaveText('Downloaded and loaded.');
+    await expect(actionOf(page, 'Unload')).toBeEnabled();
+    // A download holds the model gate: Unload is refused and the toast names it; nothing is unloaded.
+    await unavailable(request, ['wd14-vit']);
+    await fakeDownload(request, 'hold');
+    const held = await request.post('/prompt_manager/jobs/model-download', { data: { model_type: 'wd14-vit' } });
+    expect(held.status()).toBe(202);
+    const { job } = await held.json();
+    const refused = page.waitForResponse(item => item.url().endsWith('/autotag/unload'));
+    await actionOf(page, 'Unload').click();
+    const refusal = await refused;
+    expect(refusal.status()).toBe(409);
+    expect(await refusal.json()).toMatchObject({ code: 'model-busy', operation: 'Tagging model download · WD14 ViT' });
+    await expect(toast(page)).toHaveText('The tagging model is busy: Tagging model download · WD14 ViT. Try again when it finishes.');
+    expect((await serverJson(request, MODELS_URL)).loaded_model_type).toBe('wd14-swinv2');
+    await expect(actionOf(page, 'Unload')).toBeEnabled();
+    // Once the download ended, Unload works, says so and the row follows.
+    await fakeDownload(request, 'succeed');
+    await ended(request, job.id);
+    await actionOf(page, 'Unload').click();
+    await expect(toast(page)).toHaveText('WD14 SwinV2 unloaded.');
+    await expect(modelRow(page).locator('p').first()).toHaveText('Downloaded. Not loaded.');
+    await expect(actionOf(page, 'Unload')).toBeDisabled();
+});
+
+test('Preview tagging review opens the Tag image dialog for the selected image', async ({ page }) => {
+    await selectThenOpen(page, SECOND);
+    // The section's current (unsaved) values are what the dialog starts from.
+    await page.locator('#threshold-character').fill('0.6');
+    await page.locator('#threshold-character').press('Tab');
+    await page.locator('#tag-model').selectOption('wd14-vit');
+    const preview = actionOf(page, 'Preview tagging review');
+    await expect(preview).toHaveClass(/ca-primary/);
+    await expect(preview).not.toHaveAttribute('aria-disabled', 'true');
+    const observed = page.waitForResponse(item => item.url().endsWith('/image-annotations/observe'));
+    await preview.click();
+    expect((await observed).status()).toBe(200);
+    await expect(tagDialog(page)).toBeVisible();
+    await expect(tagDialog(page).locator('.tag-image-heading p.small')).toHaveText('dunes_00002.png');
+    await expect(tagDialog(page).getByRole('combobox', { name: 'Tagging model', exact: true })).toHaveValue('wd14-vit');
+    await expect(tagDialog(page).locator('#image-character-threshold')).toHaveValue('0.6');
+    await expect(tagDialog(page).locator('#image-general-threshold')).toHaveValue('0.35');
+});
+
+test('Preview tagging review without a selection toasts the D115 sentence', async ({ page }) => {
+    await openTagging(page);
+    const preview = actionOf(page, 'Preview tagging review');
+    await expect(preview).toHaveAttribute('aria-disabled', 'true');
+    // An aria-disabled control still takes a press; it only explains.
+    await preview.focus();
+    await page.keyboard.press('Enter');
+    await expect(toast(page)).toHaveText('Select an image in Images first.');
+    await expect(tagDialog(page)).toHaveCount(0);
+});
+
+test('Tag output images reviews the scope and starts a batch job', async ({ page, request }) => {
+    const before = await serverJson(request, '/__test__/tagging/snapshot');
+    await openTagging(page);
+    // The fixture's one prompt is already tagged: under Merge it is tagged again with what its images give.
+    await page.locator('#tag-existing').selectOption('merge');
+    const previewed = page.waitForResponse(item => new URL(item.url()).pathname === PREVIEW_URL);
+    await reviewButton(page).click();
+    const answer = await previewed;
+    expect(answer.request().postDataJSON()).toEqual({ model_type: 'wd14-swinv2', existing: 'merge' });
+    const plan = await answer.json();
+    await expect(dialog(page).locator('#modal-title')).toHaveText('Review tag output images');
+    await expect(dialog(page).locator('#modal-body > h3')).toHaveText('Tag output images');
+    expect(await gridOf(page)).toEqual([['Model', 'WD14 SwinV2 · ~400 MB'], ['Existing tags', 'Merge with existing'],
+        ['Images linked', String(plan.images)], ['Prompts', String(plan.prompts)], ['Already tagged', String(plan.already_tagged)],
+        ['Prompts to tag', `up to ${plan.to_tag}`], ['Settings', 'General 0.35 · Character 0.85'],
+        ['Backup', 'Create and verify before changes']]);
+    await expect(dialog(page).locator('#modal-body > .notice h3')).toHaveText('Back up the database first (recommended)');
+    // The review wrote nothing.
+    expect(await serverJson(request, '/__test__/tagging/snapshot')).toEqual(before);
+    await expect(dialog(page).locator('.dialog-actions button')).toHaveText(['Cancel', 'Start tagging']);
+    const started = page.waitForResponse(item => new URL(item.url()).pathname === '/prompt_manager/jobs/autotag');
+    await dialog(page).getByRole('button', { name: 'Start tagging', exact: true }).click();
+    const start = await started;
+    expect(start.request().postDataJSON()).toEqual({ model_type: 'wd14-swinv2', existing: 'merge',
+        options: { general_threshold: 0.35, character_threshold: 0.85 } });
+    const { job } = await start.json();
+    await expect(page).toHaveURL(`${workspace}#/activity/${job.id}`);
+    await expect(page.locator('#workspace-main h1')).toHaveText('Tag output images');
+    const finished = await ended(request, job.id);
+    expect(finished.state).toBe('finished');
+    const after = await serverJson(request, '/__test__/tagging/snapshot');
+    expect(after.prompt_tags.length).toBeGreaterThan(before.prompt_tags.length);
+});
+
+test('Replace after review shows only Cancel with the reason', async ({ page, request }) => {
+    const before = await serverJson(request, '/__test__/tagging/snapshot');
+    await openTagging(page);
+    await page.locator('#tag-existing').selectOption('replace_after_review');
+    await reviewButton(page).click();
+    await expect(dialog(page).locator('#modal-title')).toHaveText('Review tag output images');
+    expect((await gridOf(page)).map(([term]) => term)).toEqual(['Model', 'Existing tags', 'Images linked', 'Prompts', 'Already tagged',
+        'Prompts to tag', 'Settings', 'Backup']);
+    await expect(dialog(page).locator('#modal-body > p.small')).toHaveText('Replacing tags needs a review of each image. '
+        + 'Use Preview tagging review, or choose Skip or Merge for a batch run.');
+    await expect(dialog(page).locator('.dialog-actions button')).toHaveText(['Cancel']);
+    await dialog(page).getByRole('button', { name: 'Cancel', exact: true }).click();
+    await expect(dialog(page)).toHaveCount(0);
+    // Under Skip the fixture's only prompt is already tagged: nothing to start either.
+    await page.locator('#tag-existing').selectOption('skip');
+    await reviewButton(page).click();
+    await expect(dialog(page).locator('#modal-body > p.small')).toHaveText('Every prompt with an output image is already tagged.');
+    await expect(dialog(page).locator('.dialog-actions button')).toHaveText(['Cancel']);
+    expect(await serverJson(request, '/__test__/tagging/snapshot')).toEqual(before);
+    expect((await serverJson(request, '/prompt_manager/jobs')).jobs.filter(item => item.kind === 'autotag')).toEqual([]);
+});
+
+test('a model that is not downloaded cannot be reviewed for a batch; the button says why', async ({ page, request }) => {
+    await unavailable(request, ['gguf']);
+    await openTagging(page);
+    await page.locator('#tag-model').selectOption('gguf');
+    await expect(reviewButton(page)).toHaveAttribute('aria-disabled', 'true');
+    // Playwright waits on an aria-disabled control: press it from the keyboard, as a user can.
+    await reviewButton(page).focus();
+    await page.keyboard.press('Enter');
+    await expect(toast(page)).toHaveText('GGUF JoyCaption is not downloaded. Download it first.');
+    await expect(dialog(page)).toHaveCount(0);
+    expect(page.modelCalls.filter(call => call.includes('/batch/preview'))).toEqual([]);
+});

tests/browser/workspace-system.spec.mjs

@@ -412,11 +412,11 @@ test('out-of-order overview responses never repaint a newer section', async ({ p
     await nav.getByRole('button', { name: 'Appearance', exact: true }).click();
     await nav.getByRole('button', { name: 'Overview', exact: true }).click();
     await expect.poll(held).toBe(2);
-    // Auto-tagging still hands off (S11), so its body is one known panel.
-    await nav.getByRole('button', { name: 'Auto-tagging', exact: true }).click();
+    // Diagnostics still hands off (S12), so its body is one known panel.
+    await nav.getByRole('button', { name: 'Diagnostics & logs', exact: true }).click();
     await expect(await request.post('/__test__/release')).toBeOK();
     await expect.poll(held).toBe(0);
-    // Both late answers reached a section that had left: Auto-tagging keeps its own body.
+    // Both late answers reached a section that had left: Diagnostics keeps its own body.
     await expect(layout.locator(':scope > section.handoff')).toBeVisible();
     await page.evaluate(() => new Promise(resolve => requestAnimationFrame(() => requestAnimationFrame(resolve))));
     await expect(layout.locator('.summary-metrics')).toHaveCount(0);

tests/browser/workspace-tagging-bulk.spec.mjs

@@ -17,7 +17,7 @@ const chips = page => modal(page).locator('#tag-suggestions .chip.tag-suggestion
 const actionButtons = page => modal(page).locator('.dialog-actions button');
 const panel = page => page.getByRole('complementary', { name: 'Selected image details', exact: true });
 const tagRow = page => panel(page).locator('.detail-inner > .tags').last();
-const NOT_DOWNLOADED = 'WD14 SwinV2 is not downloaded. Download it from the legacy Auto-tag page.';
+const NOT_DOWNLOADED = 'WD14 SwinV2 is not downloaded. Download it in System › Auto-tagging.';
 
 test.beforeEach(async ({ page, request, browserName }) => {
     await startCoverage(page, browserName);

tests/browser/workspace-tagging.spec.mjs

@@ -246,7 +246,7 @@ test('unavailable model shows inline status and never downloads', async ({ page,
     await expect(await request.post('/__test__/tagging/models', { data: { unavailable: ['wd14-swinv2'] } })).toBeOK();
     await openTag(page);
     expect((await generated(page)).status()).toBe(409);
-    await expect(status(page)).toHaveText('WD14 SwinV2 is not downloaded. Download it from the legacy Auto-tag page.');
+    await expect(status(page)).toHaveText('WD14 SwinV2 is not downloaded. Download it in System › Auto-tagging.');
     await expect(chips(page)).toHaveCount(0);
     await expect(dialog(page).locator('#suggestion-count')).toHaveText('Not generated');
     // D116: Retry leads the actions while the controller allows it, and generates again.

tests/browser/workspace.spec.mjs

@@ -413,7 +413,7 @@ for (const width of [1600, 390]) test(`overview and handoff render with concept
 
     await sidebarLink(page, 'System').click();
     // System's Overview is native (S2 Task 6); a section not delivered yet still hands off (D94).
-    await main.locator('.section-nav').getByRole('button', { name: 'Auto-tagging', exact: true }).click();
+    await main.locator('.section-nav').getByRole('button', { name: 'Diagnostics & logs', exact: true }).click();
     const handoff = main.locator('section.handoff');
     await expect(handoff).toHaveClass(/\bsurface\b/);
     expect(await handoff.evaluate(surfaceStyle)).toMatchObject(SURFACE);
@@ -465,8 +465,9 @@ test('System is native: the concept shell, section navigation, sections, hand-of
         // S2 Task 6: Overview is native (workspace-system.spec.mjs), and so are Appearance (S3 Task 8) and Sources & scans
         // (S4 Task 11, workspace-system-sources.spec.mjs, its update notice shown in a fresh browser), Integrations (S10
         // Task 27, workspace-system-integrations.spec.mjs), Maintenance (S7 Task 19,
-        // workspace-system-maintenance.spec.mjs) and Backup & export (S9 Task 24, workspace-system-backups.spec.mjs);
-        // every other section hands off.
+        // workspace-system-maintenance.spec.mjs), Backup & export (S9 Task 24, workspace-system-backups.spec.mjs) and
+        // Auto-tagging (S11 Task 6, workspace-system-tagging.spec.mjs); every other section hands off.
+        if (hash === 'tagging') await expect(layout.locator('#tag-model')).toBeVisible();
         if (hash === 'overview') await expect(layout.locator(':scope > .summary-metrics')).toBeVisible();
         if (hash === 'sources') await expect(layout.locator('#source-list .operation')).toHaveCount(2);
         expect(await layout.evaluate(node => [...node.children].map(child => `${child.localName}.${child.className}`)))
@@ -474,9 +475,10 @@ test('System is native: the concept shell, section navigation, sections, hand-of
                 sources: ['div.notice', 'section.surface', 'div.save-row'],
                 integrations: ['section.surface', 'section.surface', 'div.save-row'],
                 maintenance: ['div.notice', 'section.surface', 'section.surface', 'div.save-row'],
-                backups: ['div.two-col', 'section.surface', 'div.save-row'] }[hash]
+                backups: ['div.two-col', 'section.surface', 'div.save-row'],
+                tagging: ['section.surface', 'div.save-row'] }[hash]
                 ?? ['section.surface handoff', 'div.save-row']);
-        if (['overview', 'appearance', 'sources', 'integrations', 'maintenance', 'backups'].includes(hash)) continue;
+        if (['overview', 'appearance', 'sources', 'integrations', 'tagging', 'maintenance', 'backups'].includes(hash)) continue;
         const handoff = layout.locator('section.handoff');
         await expect(handoff.locator('h2')).toHaveText('Your current tools are ready');
         expect(await handoff.locator('a.workspace-link').evaluateAll(links => links.map(link => link.getAttribute('href'))))

tests/browser/workspace_integrations_fixture.py

@@ -7,13 +7,18 @@ reaches a real LoraManager, ComfyUI install or the network:
   no key, no trigger words), removes the fake install, its LoRA folder and
   the image cache, forgets every LoRA import and injected failure, and opens
   the download gate;
-- ``POST /__test__/integrations/lora-manager`` ``{loras, civitai, previous}``
-  writes ``custom_nodes/ComfyUI-Lora-Manager`` (detected through the
-  ``folder_paths`` stub's base path) and ``loras`` metadata files under
-  ``models/loras``, each with a local preview PNG; ``civitai`` adds one
-  CivitAI example image per LoRA (served by the stub opener below);
-  ``previous`` saves that many earlier ``lora-manager`` imports with tags and
-  image links;
+- ``POST /__test__/integrations/lora-manager``
+  ``{loras, civitai, preview, previous, settings}`` writes
+  ``custom_nodes/ComfyUI-Lora-Manager`` (detected through the
+  ``folder_paths`` stub's base path) and ``loras`` LoRAs under
+  ``models/loras``: each a ``<stem>.safetensors`` model beside its
+  ``<stem>.metadata.json`` sidecar (LoraManager's alongside layout, #355)
+  and, unless ``preview`` is false, a local preview PNG; ``civitai`` adds one
+  CivitAI example image per LoRA (served by the stub opener below; an import
+  downloads it only for a LoRA without a local preview); ``previous`` saves
+  that many earlier ``lora-manager`` imports with tags and image links;
+  ``settings: "invalid"`` makes LoraManager's settings file unreadable JSON
+  (the server's own isolated settings folder, ``LORA_MANAGER_SETTINGS_DIR``);
 - ``POST /__test__/integrations/gate`` ``{hold}`` holds every CivitAI
   download until it is released (``{"hold": false}``), so a test sees the job
   while it downloads;
@@ -30,6 +35,7 @@ test ever opens a network connection.
 
 import io
 import json
+import os
 import shutil
 import threading
 from pathlib import Path
@@ -91,7 +97,11 @@ def register_integrations_commands(app, routes, api, root: Path):
 
     type(api.db).replace_category_prompts = replace
 
+    def settings_file():
+        return Path(os.environ["LORA_MANAGER_SETTINGS_DIR"]) / "settings.json"
+
     def reset():
+        settings_file().unlink(missing_ok=True)
         IntegrationConfig.LORA_MANAGER_ENABLED = False
         IntegrationConfig.LORA_MANAGER_PATH = ""
         IntegrationConfig.LORA_TRIGGER_WORDS_ENABLED = False
@@ -118,11 +128,17 @@ def register_integrations_commands(app, routes, api, root: Path):
         data = await request.json() if request.can_read_body else {}
         count = data.get("loras", 2)
         previous = data.get("previous", 0)
+        preview = data.get("preview", True)
+        settings = data.get("settings")
         for value in (count, previous):
             if isinstance(value, bool) or not isinstance(value, int):
                 raise web.HTTPBadRequest()
         if not 0 <= count <= MAX_LORAS or not 0 <= previous <= MAX_LORAS:
             raise web.HTTPBadRequest()
+        if not isinstance(preview, bool) or settings not in (None, "invalid"):
+            raise web.HTTPBadRequest()
+        if settings == "invalid":
+            settings_file().write_text("{not json", encoding="utf-8")
         (lora_manager / "py").mkdir(parents=True, exist_ok=True)
         (lora_manager / "__init__.py").write_text("")
         loras.mkdir(parents=True, exist_ok=True)
@@ -141,8 +157,10 @@ def register_integrations_commands(app, routes, api, root: Path):
                 "model_name": f"Style {number + 1:02}",
                 "civitai": civitai,
             }
+            (loras / f"{stem}.safetensors").write_bytes(b"model")
             (loras / f"{stem}.metadata.json").write_text(json.dumps(meta))
-            (loras / f"{stem}.png").write_bytes(_png())
+            if preview:
+                (loras / f"{stem}.png").write_bytes(_png())
         for number in range(previous):
             text = f"previous lora import {number + 1}"
             prompt_id = api.db.save_prompt(

tests/browser/workspace_system_fixture.py

@@ -97,15 +97,25 @@ def register_system_commands(app, routes, api, root: Path):
     real_move = library_move.move_library
     keep = PromptManagerConfig.KEEP_LIBRARY_IN_NODE_FOLDER
     config_bytes = config_path.read_bytes() if config_path.exists() else None
-    host_values = (
-        PromptManagerConfig.RESULT_TIMEOUT,
-        PromptManagerConfig.WEBUI_DISPLAY_MODE,
-        PromptManagerConfig.WORKER_THREADS,
-        GalleryConfig.MONITORING_ENABLED,
-        PromptManagerConfig.THUMBNAIL_FORMAT,
-        PromptManagerConfig.THUMBNAIL_QUALITY,
-        PromptManagerConfig.THUMBNAIL_EDGE,
+    from py.api.settings_routes import (
+        _AUTOTAG_SETTINGS,
+        _GALLERY_SETTINGS,
+        _SETTINGS_FILE_KEYS,
     )
+
+    # Every value POST /settings can change, so a reset restores each one
+    # (a saved safety_backup=false once leaked into a later spec's review).
+    # The tagging settings are the tagging fixture's to reset.
+    host_values = {
+        (GalleryConfig if name in _GALLERY_SETTINGS else PromptManagerConfig, name): (
+            getattr(
+                GalleryConfig if name in _GALLERY_SETTINGS else PromptManagerConfig,
+                name,
+            )
+        )
+        for name in _SETTINGS_FILE_KEYS
+        if name not in _AUTOTAG_SETTINGS
+    }
     from py.api import thumbnail_encode
 
     monitor = getattr(image_monitor, "_monitor_instance", None)
@@ -135,15 +145,8 @@ def register_system_commands(app, routes, api, root: Path):
             unplugged.rmdir()
         GalleryConfig.MONITORING_DIRECTORIES = list(configured)
         api._health_report = None
-        (
-            PromptManagerConfig.RESULT_TIMEOUT,
-            PromptManagerConfig.WEBUI_DISPLAY_MODE,
-            PromptManagerConfig.WORKER_THREADS,
-            GalleryConfig.MONITORING_ENABLED,
-            PromptManagerConfig.THUMBNAIL_FORMAT,
-            PromptManagerConfig.THUMBNAIL_QUALITY,
-            PromptManagerConfig.THUMBNAIL_EDGE,
-        ) = host_values
+        for (owner, name), value in host_values.items():
+            setattr(owner, name, value)
         thumbnail_encode.reset_encoders()
         image_monitor._monitor_instance = monitor
         api.__dict__.pop("_library_resolver", None)

tests/browser/workspace_tagging_fixture.py

@@ -12,6 +12,7 @@ import json
 import os
 from pathlib import Path
 import shutil
+import threading
 import time
 from typing import TYPE_CHECKING
 
@@ -181,6 +182,28 @@ def register_tagging_commands(
     routes: web.RouteTableDef, api: PromptManagerAPI, root: Path, model
 ) -> None:
     """Register fixed seed, snapshot and fake-model commands; no paths or SQL input."""
+    # The fake download (``/__test__/tagging/download``): waits on ``event``,
+    # then answers ``result``. Every reset sets the event and puts back the
+    # model's raising default, so no test can leave a worker hanging.
+    # ``generation`` grows on every reset: a download a reset released (or one
+    # that timed out) fails without touching the next test's model state.
+    download = {"event": threading.Event(), "result": True, "generation": 0}
+
+    def restore_download() -> None:
+        download["generation"] += 1
+        download["event"].set()
+        model.__dict__.pop("download_model", None)
+
+    def fake_download(model_type: str, progress_callback=None) -> bool:
+        event, generation = download["event"], download["generation"]
+        released = event.wait(DOWNLOAD_HOLD_LIMIT_S)
+        if not released or download["generation"] != generation:
+            return False
+        if download["result"]:
+            model.unavailable = model.unavailable - {model_type}
+        return download["result"]
+
+    _set_defaults(model, DEFAULTS)  # the server starts on the standard ones
 
     @routes.post("/__test__/tagging/reset")
     async def reset(request: web.Request) -> web.Response:
@@ -195,6 +218,7 @@ def register_tagging_commands(
         model.unavailable = set()
         model.suggestions = None
         model.loaded = None
+        restore_download()
         _set_defaults(model, DEFAULTS)
         # A test that ends with the dialog open leaves its capture behind; drop
         # every capture so the next test starts below the store's limits.
@@ -223,6 +247,33 @@ def register_tagging_commands(
         model.unavailable = set(data["unavailable"])
         return web.json_response({"success": True})
 
+    @routes.post("/__test__/tagging/download")
+    async def download_mode(request: web.Request) -> web.Response:
+        """Switch the model's download to a fake (never a real download).
+
+        ``{"mode": "hold"}``: the next download waits until a later
+        ``succeed`` or ``fail`` (or a reset) releases it. ``succeed`` and
+        ``fail`` release a held download with that result and answer every
+        later one at once. A successful fake marks the model downloaded.
+        """
+        data = await request.json() if request.can_read_body else None
+        if (
+            request.query
+            or not isinstance(data, dict)
+            or set(data) != {"mode"}
+            or data["mode"] not in ("hold", "succeed", "fail")
+        ):
+            raise web.HTTPBadRequest()
+        if data["mode"] == "hold":
+            download["event"].set()
+            download["event"] = threading.Event()
+            download["result"] = True
+        else:
+            download["result"] = data["mode"] == "succeed"
+            download["event"].set()
+        model.download_model = fake_download
+        return web.json_response({"success": True})
+
     @routes.post("/__test__/tagging/suggestions")
     async def suggestions(request: web.Request) -> web.Response:
         """Answer Generate with fixed scored names (the concept's own sample).
@@ -273,18 +324,28 @@ def register_tagging_commands(
         return web.json_response({"captures": count})
 
 
+# A held fake download gives up after this long, whatever the test does.
+DOWNLOAD_HOLD_LIMIT_S = 60
+
 # The standard tagging defaults: WD14 general and character thresholds, and
 # the suggestion count (``AutotagConfig``).
 DEFAULTS = (0.35, 0.85, 10)
 
 
 def _set_defaults(model, values) -> None:
+    """Set the saved tagging defaults (``AutotagConfig``, #328); a reset also
+    puts back the saved model, batch policy and template (the fake model's
+    short instructions, which the concept comparisons show)."""
     from py.config import AutotagConfig
 
     general, character, limit = values
-    model.wd14_general_threshold = general
-    model.wd14_character_threshold = character
+    AutotagConfig.GENERAL_THRESHOLD = general
+    AutotagConfig.CHARACTER_THRESHOLD = character
     AutotagConfig.SUGGESTION_LIMIT = limit
+    if values == DEFAULTS:
+        AutotagConfig.MODEL_TYPE = "wd14-swinv2"
+        AutotagConfig.EXISTING = "skip"
+        AutotagConfig.TEMPLATE = model.default_prompt
 
 
 def _valid_defaults(data: object) -> bool:

tests/comfyui/fixtures/ledger_nodes.py

@@ -1,5 +1,6 @@
 """Deterministic nodes and queue controls installed only in an owned test host."""
 
+import asyncio
 import os
 import threading
 import time
@@ -291,7 +292,9 @@ async def image_monitor(request: web.Request) -> web.Response:
         config.MONITORING_ENABLED = True
         monitor.start_monitoring([folder_paths.get_output_directory()])
     else:
-        monitor.stop_monitoring()
+        # Joins the image worker and the observer (one shared 5 s deadline),
+        # so it runs on a worker thread, not on the event loop.
+        await asyncio.to_thread(monitor.stop_monitoring)
         config.MONITORING_ENABLED = False
     return web.json_response({"monitoring": monitor.is_monitoring})
 

tests/fixtures/local-inspect/legacy-agreement.json

@@ -0,0 +1,107 @@
+{
+ "generation_params": [
+  "case:basic",
+  "case:shared-prompt-pipeline",
+  "tests/fixtures/inspection_parity/f02.png",
+  "tests/fixtures/inspection_parity/f03.png",
+  "tests/fixtures/inspection_parity/f06c.png",
+  "tests/fixtures/inspection_parity/f06e.png",
+  "tests/fixtures/inspection_parity/f07a.png",
+  "tests/fixtures/inspection_parity/f07b.png",
+  "tests/fixtures/inspection_parity/f08.png",
+  "tests/fixtures/inspection_parity/f09.png",
+  "tests/fixtures/inspection_parity/f10.png",
+  "tests/fixtures/inspection_parity/f11.png",
+  "tests/fixtures/inspection_parity/f15.png",
+  "tests/fixtures/inspection_parity/f16.png",
+  "tests/fixtures/inspection_parity/f23.png"
+ ],
+ "inspection_parity": [
+  "f02",
+  "f03",
+  "f06c",
+  "f06e",
+  "f07a",
+  "f07b",
+  "f08",
+  "f09",
+  "f10",
+  "f11",
+  "f14",
+  "f15",
+  "f16",
+  "f23"
+ ],
+ "local_resolver": [
+  "anchor-first-stage-no-latent",
+  "anchor-same-links",
+  "anchor-same-links-unanchored",
+  "built-chars",
+  "class-type-missing",
+  "class-type-number",
+  "combine-equal",
+  "controlnet-slot1",
+  "custom-cfg",
+  "duplicate-key",
+  "encode",
+  "int-id",
+  "latent-encode",
+  "overwritten-bad-workflow",
+  "pair-execution",
+  "pair-execution-bad-json",
+  "pair-execution-mismatch",
+  "pair-execution-negative-changed",
+  "pair-execution-other-node",
+  "pair-execution-truncated",
+  "pair-execution-two-records",
+  "pair-execution-version-float",
+  "pair-execution-version-true",
+  "pair-graph",
+  "pass-through-unknown-role-inputs",
+  "passthrough",
+  "prompt-and-parameters",
+  "prompt-manager",
+  "select-detailer-chain-same",
+  "select-detailer-no-sampler-upstream",
+  "select-detailer-output-walk-exhausted",
+  "select-detailer-same-prompt",
+  "select-edge-hires-fix-denoised-slot",
+  "select-edge-hires-fix-lineage-cycle",
+  "select-edge-hires-fix-two-refiners",
+  "select-flux-concat",
+  "select-flux-reroute-input",
+  "select-flux-three-stage",
+  "select-hires-fix",
+  "select-hires-fix-both-saved",
+  "select-hires-fix-reroute",
+  "select-hires-fix-unlisted",
+  "select-multistage-latent",
+  "select-preview-dropped",
+  "select-preview-through-bad-node",
+  "select-runtime-flux-other-full-prompt",
+  "select-runtime-flux-trigger",
+  "select-runtime-search-list-append",
+  "select-runtime-through-chained",
+  "select-runtime-through-concat",
+  "select-runtime-through-text-encode",
+  "select-runtime-traced-prepend",
+  "select-runtime-trigger-append-single",
+  "select-runtime-trigger-pair",
+  "select-runtime-trigger-prepend",
+  "select-three-identical-one-advanced",
+  "select-two-identical",
+  "select-unconsumed-stage-kept",
+  "several-samplers",
+  "smz-false",
+  "text-at-limit",
+  "unknown-encoder",
+  "workflow-type-dict",
+  "workflow-type-in-subgraph",
+  "workflow-type-list",
+  "workflow-type-without-id",
+  "zeroed"
+ ],
+ "unknown_nodes": [
+  "unknown-role-inputs"
+ ]
+}

tests/js/api-client.test.js

@@ -388,6 +388,16 @@ test("ApiError keeps a validated running job on busy and a validated source on i
     assert.deepEqual([new ApiError(409, "old caller").running, new ApiError(409, "old caller").source], [null, null]);
 });
 
+test("ApiError keeps a validated operation on model-busy only (#328)", () => {
+    const body = { operation: "Tagging model download · WD14 ViT" };
+    assert.equal(new ApiError(409, "busy", "model-busy", null, body).operation, "Tagging model download · WD14 ViT");
+    assert.equal(new ApiError(409, "busy", "busy", null, body).operation, null);
+    for (const operation of [null, 7, "", "x".repeat(201)]) {
+        assert.equal(new ApiError(409, "busy", "model-busy", null, { operation }).operation, null);
+    }
+    assert.equal(new ApiError(409, "busy", "model-busy").operation, null);
+});
+
 test("ApiError says whether the server itself refused (a parsed success:false body; S7 review I1)", () => {
     assert.equal(new ApiError(400, "bad", null, null, { success: false, error: "bad" }).refused, true);
     assert.equal(new ApiError(409, "busy", "busy", null, { success: false, code: "busy" }).refused, true);

tests/js/support/local-inspect-oracle.mjs

@@ -40,7 +40,7 @@ const semantics = compileSemantics(JSON.parse(fs.readFileSync(path.join(here, '.
 const { extractGenerationFacts } = require(path.join(here, '..', '..', '..', 'web', 'js', 'comfy-metadata.js'));
 
 /** The local evidence for one set of record texts. */
-const resolved = records => ({ evidence: resolveLocalEvidence(records, semantics) });
+const resolved = (records, fileName = null) => ({ evidence: resolveLocalEvidence(records, semantics, fileName) });
 
 /** The local wire's evidence and six facts for one read (no legacy fill, as in the vectors' own harness). */
 function localPayload(read, file, classification) {
@@ -59,14 +59,14 @@ const output = {};
 for (const entry of JSON.parse(Buffer.concat(chunks).toString('utf8'))) {
     const { name } = entry;
     if (entry.mode === 'resolve') {
-        if (entry.records !== undefined) { output[name] = resolved(entry.records); continue; }
+        if (entry.records !== undefined) { output[name] = resolved(entry.records, entry.fileName ?? null); continue; }
         const blob = await fs.openAsBlob(entry.path);
         const { classification, result } = await readLocalFile(blob, { pngMetadata });
         const read = classification === null ? null : toInspectionRead(classification, result).read;
         if (classification === null) { output[name] = { unreadable: true }; continue; }
         // The evidence is the local wire's own (buildLocalPayload), and it equals resolveLocalEvidence of the records.
         const local = localPayload(result, { name: path.basename(entry.path), size: blob.size }, classification);
-        const direct = read === null ? unreadableEvidence() : resolved(read.records).evidence;
+        const direct = read === null ? unreadableEvidence() : resolved(read.records, path.basename(entry.path)).evidence;
         if (JSON.stringify(direct) !== JSON.stringify(local.evidence)) throw new Error(`${name}: the wire's roles are not the resolver's`);
         output[name] = read === null ? { unreadable: true, ...local } : local;
         continue;

tests/js/workspace-activity-kinds.test.js

@@ -225,3 +225,26 @@ test('a failed duplicate cleanup says the server reason (S7 review M3)', async (
     assert.equal(finishToast(failed), `Duplicate cleanup failed · ${reason}`);
     assert.equal(finishToast({ ...failed, status_line: '' }), 'Duplicate cleanup failed · 0 removed · 1 error');
 });
+
+// #328: Tag output images (`autotag`) reuses the image tagging view: Tagged / Unchanged / Skipped / Errors and Cancel.
+// The legacy page's hold of the same kind counts nothing and is not cancellable, so it keeps the generic held view.
+test('autotag gets Tagged / Unchanged / Skipped / Errors and Cancel; its legacy hold keeps the generic view', async () => {
+    const { kindOf, viewOf, canCancel } = await source;
+    const { startToast, finishToast } = await store;
+    const counters = { tagged: 3, unchanged: 1, skipped: 2, errors: 0 };
+    const batch = job({ kind: 'autotag', title: 'Tag output images', counters, scope: { images: 6 } });
+    const view = viewOf(batch);
+    assert.deepEqual(view.tiles.map(([group, label]) => [group, label]),
+        [['tagged', 'Tagged'], ['unchanged', 'Unchanged'], ['skipped', 'Skipped'], ['errors', 'Errors']]);
+    assert.equal(kindOf('autotag').pillVerb, 'Tagging');
+    assert.equal(kindOf('autotag').cancelLabel, 'Cancel tagging');
+    assert.equal(canCancel(batch), true);
+    assert.equal(startToast(batch), 'Tag output images started.');
+    assert.match(finishToast({ ...batch, state: 'finished', finished_at: 2 }), /^Tag output images finished/);
+
+    const held = job({ kind: 'autotag', title: 'Tag output images (legacy page)', counters: {}, cancellable: false,
+        progress: 0, processed: 0, total: 0 });
+    const legacy = viewOf(held);
+    assert.deepEqual([legacy.tiles, legacy.outcomes, [...legacy.openable]], [[], [], []]);
+    assert.equal(canCancel(held), false);
+});

tests/js/workspace-image-tagging-state.test.js

@@ -197,6 +197,52 @@ test('instructions default to the server prompt', async () => {
     assert.equal(c.state.options.suggestion_limit, 7, 'the suggestion count survives a model change');
 });
 
+// #328: one tagging configuration. The dialogs start on the model saved in System › Auto-tagging, unless a preset
+// (a review session's choice) or the user already picked one; an unknown saved model keeps the first option.
+test('dialog starts on the saved model unless a preset or the user chose one', async () => {
+    const saved = { [`GET ${MODELS}`]: () => response(200, models({ model_type: 'gguf' })) };
+    const { c } = await opened(saved);
+    assert.equal(c.state.model, 'gguf');
+    assert.equal(c.state.options.instructions, DEFAULT_PROMPT);
+
+    const { c: preset } = await opened(saved, { preset: { model: 'wd14-vit', options: {} } });
+    assert.equal(preset.state.model, 'wd14-vit');
+
+    const { createImageTaggingController, createTaggingOptionsController } = await load();
+    const h = harness(defaultRoutes(saved));
+    const picked = createImageTaggingController({ api: h.api, target: TARGET, source: 'images' });
+    picked.setModel('hf');
+    await picked.open();
+    await settle();
+    assert.equal(picked.state.model, 'hf', 'the user picked a model before the read landed');
+
+    // A pick made while the models read is still in flight wins over the saved model that lands after it.
+    const gate = deferred();
+    const late = harness(defaultRoutes({ [`GET ${MODELS}`]: () => gate.promise }));
+    const racing = createImageTaggingController({ api: late.api, target: TARGET, source: 'images' });
+    const opening = racing.open();
+    await settle();
+    assert.equal(racing.state.phase, 'observing');
+    racing.setModel('wd14-vit');
+    gate.resolve(response(200, models({ model_type: 'gguf' })));
+    await opening;
+    await settle();
+    assert.equal(racing.state.model, 'wd14-vit');
+    racing.dispose();
+
+    const { c: unknown } = await opened({ [`GET ${MODELS}`]: () => response(200, models({ model_type: 'wd14-convnext' })) });
+    assert.equal(unknown.state.model, 'wd14-swinv2');
+
+    const options = createTaggingOptionsController({ api: harness(defaultRoutes(saved)).api });
+    await options.open();
+    assert.equal(options.state.model, 'gguf');
+    const chosen = createTaggingOptionsController({ api: harness(defaultRoutes(saved)).api });
+    chosen.setModel('wd14-vit');
+    await chosen.open();
+    assert.equal(chosen.state.model, 'wd14-vit');
+    for (const controller of [c, preset, picked, unknown, options, chosen]) controller.dispose();
+});
+
 test('an unreadable or malformed models read falls back to the documented defaults', async () => {
     for (const route of [() => fail(500, null), () => response(200, models({ default_prompt: 4, suggestion_limit: 0, wd14_general_threshold: 2, wd14_character_threshold: 'x' }))]) {
         const { c } = await opened({ [`GET ${MODELS}`]: route });
@@ -542,7 +588,7 @@ test('model-unavailable and model-busy set the status line only', async () => {
     await c.generate();
     const before = c.state;
     for (const [code, message] of [
-        ['model-unavailable', 'WD14 SwinV2 is not downloaded. Download it from the legacy Auto-tag page.'],
+        ['model-unavailable', 'WD14 SwinV2 is not downloaded. Download it in System › Auto-tagging.'],
         ['model-busy', 'A tagging model is busy with another operation. Try again when it finishes.'],
         ['unsupported-media', 'Images larger than 4096 px per side or 16,777,216 px are not supported.'],
     ]) {

tests/js/workspace-images-tagging-bulk.test.js

@@ -129,9 +129,9 @@ test('a model that is not downloaded is named with the server sentence', () => {
     const { modelUnavailable } = state;
     assert.equal(modelUnavailable(null, 'wd14-vit'), '');
     assert.equal(modelUnavailable({ 'wd14-vit': { downloaded: true } }, 'wd14-vit'), '');
-    assert.equal(modelUnavailable({ 'wd14-vit': { downloaded: false } }, 'wd14-vit'), 'WD14 ViT is not downloaded. Download it from the legacy Auto-tag page.');
+    assert.equal(modelUnavailable({ 'wd14-vit': { downloaded: false } }, 'wd14-vit'), 'WD14 ViT is not downloaded. Download it in System › Auto-tagging.');
     assert.equal(modelUnavailable({ gguf: { downloaded: false, name: 'GGUF (Recommended)' } }, 'gguf'),
-        'GGUF (Recommended) is not downloaded. Download it from the legacy Auto-tag page.');
+        'GGUF (Recommended) is not downloaded. Download it in System › Auto-tagging.');
     assert.throws(() => modelUnavailable({}, 'nope'), TypeError);
 });
 

tests/js/workspace-local-resolver.test.js

@@ -155,7 +155,9 @@ test('committed server answers equal the local evidence', () => {
         value !== null && typeof value === 'object' ? Object.fromEntries(Object.keys(value).sort().map(key => [key, canonical(value[key])])) : value;
     let compared = 0;
     for (const {name, records, evidence} of vectors) {
-        assert.deepEqual(canonical(resolver.resolveLocalEvidence(records, semantics)), canonical(evidence), name);
+        // A case may name the inspected file (`__file_name`, #381 saver anchoring); it is no record.
+        const {__file_name: fileName = null, ...roles} = records;
+        assert.deepEqual(canonical(resolver.resolveLocalEvidence(roles, semantics, fileName)), canonical(evidence), name);
         compared++;
     }
     assert.ok(compared > 280, `compared ${compared}`);

tests/js/workspace-system-integrations.test.js

@@ -108,13 +108,17 @@ test('host compatibility shows the detected renderer as status (D106)', async ()
 
 test('the import review shows replacement, blocked items and network effects (D107)', async () => {
     const { importGrid } = await integrations;
-    const plan = { lora_files: 3, with_metadata: 2, current_imports: 5, blocked_by_pairs: 0, planned_downloads: 4,
+    const plan = { lora_files: 2221, with_metadata: 615, with_local_media: 476, skipped: 1606, current_imports: 5,
+        blocked_by_pairs: 0, planned_downloads: 4,
+        layout: { source: 'portable', settings_file: '~/ComfyUI/custom_nodes/LM/settings.json', error: null, mode: 'centralized',
+            library: 'comfyui', example_images: true },
         scope: { count: 2, label: 'Replace 5 imported prompts with 2 LoRAs' }, protected: { count: 0, reasons: [] },
         backup: { policy: 'on', destination_label: 'prompts.db.backup_<date and time>' }, network: { planned_downloads: 4, api_key: true },
         media: { deletes_files: false, label: 'No files are removed; image links are replaced' } };
     assert.deepEqual(importGrid(plan), [
+        ['LoraManager', 'portable settings · centralized storage · library comfyui'],
         ['Scope', 'Replace 5 imported prompts with 2 LoRAs'],
-        ['Found', '3 metadata files · 2 readable'],
+        ['Found', '2,221 metadata files · 615 LoRAs · 476 with local images'],
         ['Protected', 'Nothing is protected'],
         ['Network', 'Downloads up to 4 example images from CivitAI with your saved key'],
         ['Backup', 'Create and verify before changes (prompts.db.backup_<date and time>)'],
@@ -122,11 +126,34 @@ test('the import review shows replacement, blocked items and network effects (D1
     ]);
     const blocked = importGrid({ ...plan, planned_downloads: 1, network: { api_key: false }, protected: { count: 2,
         reasons: ['2 imported prompts used by saved pairs'] } });
-    assert.deepEqual(blocked[2], ['Protected', '2 imported prompts used by saved pairs']);
-    assert.deepEqual(blocked[3], ['Network', 'Downloads up to 1 example image from CivitAI']);
+    assert.deepEqual(blocked[3], ['Protected', '2 imported prompts used by saved pairs']);
+    assert.deepEqual(blocked[4], ['Network', 'Downloads up to 1 example image from CivitAI']);
+    // A plan without a layout (no LoraManager row) and with no counts.
     assert.deepEqual(importGrid({})[0], ['Scope', '0 LoRAs']);
+    assert.deepEqual(importGrid({})[1], ['Found', '0 metadata files · 0 LoRAs · 0 with local images']);
     assert.deepEqual(importGrid({})[3], ['Network', 'No downloads']);
     assert.deepEqual(importGrid({})[5], ['Media on disk', 'No files are removed']);
+    assert.deepEqual(importGrid({ ...plan, lora_files: 1, with_metadata: 1, with_local_media: 0 })[2],
+        ['Found', '1 metadata file · 1 LoRA · 0 with local images']);
+});
+
+test('the LoraManager row names what the import read, and an unusable layout closes the review (#355)', async () => {
+    const { layoutText, closeNote, LAYOUT_UNUSABLE, BLOCKED_NOTE, NOTHING_TO_IMPORT } = await integrations;
+    assert.equal(layoutText({ source: 'environment', mode: 'alongside', library: 'default', error: null }),
+        'environment settings · alongside storage · library default');
+    assert.equal(layoutText({ source: 'user config', mode: 'alongside', library: 'x', error: 'the settings file is not valid JSON' }),
+        'Not usable: the settings file is not valid JSON');
+    assert.equal(layoutText(null), null);
+    assert.equal(layoutText('nope'), null);
+    const error = 'the sidecar folder does not exist';
+    assert.equal(closeNote({ token: null, layout: { error } }),
+        'LoraManager settings: not usable: the sidecar folder does not exist. Nothing was changed.');
+    assert.equal(LAYOUT_UNUSABLE(error), closeNote({ token: null, layout: { error }, blocked_by_pairs: 2 }));
+    assert.equal(closeNote({ token: null, blocked_by_pairs: 1, layout: { error: null } }), BLOCKED_NOTE);
+    assert.equal(closeNote({ token: null }), NOTHING_TO_IMPORT);
+    assert.equal(closeNote({ token: 't', with_metadata: 0, current_imports: 0 }), NOTHING_TO_IMPORT);
+    assert.equal(closeNote({ token: 't', with_metadata: 1, current_imports: 0 }), null);
+    assert.equal(closeNote({ token: 't', with_metadata: 0, current_imports: 3 }), null);
 });
 
 test('a LoRA import job reads in Activity: tiles, outcomes and the kept collection on failure', async () => {

tests/js/workspace-system-state.test.js

@@ -341,6 +341,22 @@ test('a host save names the settings that apply after a restart (D128)', async (
     assert.equal(drafts.statusText(), 'Unsaved changes.');
 });
 
+test('a host save refused for one setting says the server reason and names no source (S11 CUJ 2a)', async () => {
+    const { INVALID_SETTING_CODE } = await source;
+    const domains = adapters({ host: { autotag_general_threshold: 0.35 } });
+    const drafts = await loaded(domains);
+    const message = 'General-tag confidence must be between 0 and 1.';
+    domains.outcome.host = () => { throw Object.assign(new Error(message), { code: INVALID_SETTING_CODE }); };
+    drafts.set('host', 'autotag_general_threshold', 1.5);
+    assert.deepEqual(await drafts.save(), { browser: 'clean', host: 'failed', runtime: 'clean', invalid: { source: null, message } });
+    assert.equal(drafts.statusText(), message);
+    assert.equal(drafts.invalidSource(), null);
+    assert.deepEqual([...drafts.failed('host')], ['autotag_general_threshold']);
+    assert.equal(drafts.get('host', 'autotag_general_threshold'), 1.5);
+    drafts.set('host', 'autotag_general_threshold', 0.4);
+    assert.equal(drafts.statusText(), 'Unsaved changes.');
+});
+
 test('a host save refused for one source says the server reason and names it until the next edit', async () => {
     const domains = adapters({ host: { gallery_root_paths: ['output', 'output/gone'] } });
     const drafts = await loaded(domains);

tests/js/workspace-system-tagging.test.js

@@ -0,0 +1,600 @@
+// System › Auto-tagging (#328, System S11 Tasks 6–7): the concept's rows with real data (D132 model options and live
+// status, D133 suggestions per image), host drafts saved by the one Save row, and the actions: Download (an Activity
+// job), Unload (direct), Preview tagging review (D115) and the reviewed Tag output images batch (D134).
+const test = require('node:test');
+const assert = require('node:assert/strict');
+const fs = require('node:fs');
+const path = require('node:path');
+
+const tagging = import('../../web/js/workspace/system-tagging.mjs');
+const stateModule = import('../../web/js/workspace/system-state.mjs');
+const coreModule = import('../../web/js/shared/toolkit/core.js');
+
+const CONCEPT = fs.readFileSync(path.join(__dirname, '../../docs/concepts/workspace/app.js'), 'utf8');
+const SOURCE = fs.readFileSync(path.join(__dirname, '../../web/js/workspace/system-tagging.mjs'), 'utf8');
+
+/** A minimal DOM whose elements count their live listeners (a listener's signal aborts it, as in a browser). */
+function fakeDOM() {
+    const previous = global.document;
+    const elements = [];
+    class Element {
+        constructor(tag) {
+            this.tagName = tag.toUpperCase();
+            this.children = [];
+            this.attributes = {};
+            this.listeners = [];
+            this.dataset = {};
+            this.className = '';
+            this.id = '';
+            this.value = '';
+            this.disabled = false;
+            this._text = '';
+            elements.push(this);
+        }
+        get localName() { return this.tagName.toLowerCase(); }
+        get options() { return this.children.filter(child => child.tagName === 'OPTION'); }
+        get textContent() { return this._text + this.children.map(child => child.textContent).join(''); }
+        set textContent(text) { this.children = []; this._text = String(text); }
+        append(...nodes) {
+            for (const node of nodes) {
+                node.parentNode?.children && (node.parentNode.children = node.parentNode.children.filter(child => child !== node));
+                node.parentNode = this;
+                this.children.push(node);
+            }
+        }
+        remove() { if (this.parentNode) this.parentNode.children = this.parentNode.children.filter(child => child !== this); this.parentNode = null; }
+        setAttribute(name, value) { this.attributes[name] = String(value); }
+        getAttribute(name) { return Object.hasOwn(this.attributes, name) ? this.attributes[name] : null; }
+        removeAttribute(name) { delete this.attributes[name]; }
+        addEventListener(type, callback, options = {}) {
+            if (options.signal?.aborted) return;
+            const entry = { type, callback };
+            this.listeners.push(entry);
+            options.signal?.addEventListener('abort', () => { this.listeners = this.listeners.filter(item => item !== entry); });
+        }
+        removeEventListener(type, callback) { this.listeners = this.listeners.filter(item => item.type !== type || item.callback !== callback); }
+        dispatch(type) { return Promise.all(this.listeners.filter(item => item.type === type).map(({ callback }) => callback({ type, target: this }))); }
+    }
+    global.document = { createElement: tag => new Element(tag), activeElement: null };
+    const walk = (node, found = []) => { found.push(node); node.children.forEach(child => walk(child, found)); return found; };
+    return {
+        listenerCount: () => elements.reduce((sum, element) => sum + element.listeners.length, 0),
+        find: (root, predicate) => walk(root).find(predicate),
+        restore() { global.document = previous; },
+    };
+}
+
+const HOST = { autotag_model_type: 'wd14-swinv2', autotag_existing: 'skip', autotag_general_threshold: 0.35,
+    autotag_character_threshold: 0.85, autotag_suggestion_limit: 10, autotag_template: 'Describe the image as tags.' };
+const entry = (label, size, extra = {}) => ({ name: label, label, size_label: size, downloaded: true, loaded: false, ...extra });
+const MODELS = {
+    success: true,
+    models: { 'wd14-swinv2': entry('WD14 SwinV2', '~400 MB'), 'wd14-vit': entry('WD14 ViT', '~400 MB', { downloaded: false }),
+        gguf: entry('GGUF JoyCaption', '~4.5 GB', { downloaded: false, model_exists: true, mmproj_exists: false }),
+        hf: entry('HuggingFace JoyCaption', '~16 GB', { downloaded: false }) },
+    model_loaded: false, loaded_model_type: null,
+};
+const tick = () => new Promise(resolve => setImmediate(resolve));
+const IMAGE = { filename: 'dunes_00001.png' };
+
+async function mounted({ host = HOST, models = MODELS, modelsFail = false, image = IMAGE, start, post, hostFails = false } = {}) {
+    const { mountTagging } = await tagging;
+    const { createSystemDrafts } = await stateModule;
+    const { createScope } = await coreModule;
+    const dom = fakeDOM();
+    const drafts = createSystemDrafts({
+        readBrowser: () => ({}), readRuntime: () => ({}),
+        readHost: async () => { if (hostFails) throw new Error('offline'); return { values: host, revision: 'sha256:one' }; },
+        writeBrowser: async () => ({ persisted: true }), writeHost: async () => ({ success: true, persisted: true }),
+        writeRuntime: async () => ({}),
+    });
+    const scope = createScope();
+    const calls = { get: [], post: [], toasts: [], navigated: [], opened: [], shown: [], started: [] };
+    let answer = models;
+    const api = {
+        get: async (url, options) => {
+            calls.get.push(url);
+            assert.equal(options.cache, 'no-store');
+            if (modelsFail) throw new Error('offline');
+            return answer;
+        },
+        post: async (url, body) => { calls.post.push([url, body]); return post ? post(url, body) : { success: true }; },
+    };
+    const activity = { start: async (kind, body) => { calls.started.push([kind, body]); return start ? start(kind, body) : { job: { id: 'job1' } }; } };
+    const [surface] = mountTagging(null, { api, activity, scope, drafts, notify: text => calls.toasts.push(text),
+        navigate: hash => calls.navigated.push(hash), selected: () => image, openTagging: options => calls.opened.push(options),
+        show: (plan, options) => calls.shown.push([plan, options]) });
+    const byId = id => dom.find(surface, node => node.id === id);
+    const button = label => dom.find(surface, node => node.tagName === 'BUTTON' && node.textContent === label);
+    const description = () => byId('tag-model').parentNode.children[0].children[1].textContent;
+    await drafts.reloadHost();
+    await tick();
+    return { dom, drafts, scope, surface, byId, button, description, calls, setModels: value => { answer = value; } };
+}
+
+test('the section keeps the concept surface, rows, labels and actions in order', () => {
+    const start = CONCEPT.indexOf('case "tagging":');
+    const body = CONCEPT.slice(start, CONCEPT.indexOf('break;', start));
+    const rows = [...body.matchAll(/setting\("([^"]+)", "([^"]+)", "([^"]+)"/g)].map(([, id, label, description]) => [id, label, description]);
+    assert.deepEqual(rows.map(([id]) => id), ['tag-model', 'tag-existing', 'threshold-general', 'threshold-character']);
+    for (const [id, label] of rows) assert.ok(SOURCE.includes(`id: '${id}', label: '${label}'`), `${id} keeps "${label}"`);
+    // OQ6: the true descriptions are kept verbatim; the model's design note is replaced by its live status (D132).
+    for (const [id, , description] of rows.slice(1)) assert.ok(SOURCE.includes(`'${description}'`), `${id} description`);
+    assert.ok(!SOURCE.includes(rows[0][2]));
+    for (const option of ['Skip already tagged', 'Merge with existing', 'Replace after review']) assert.ok(body.includes(option) && SOURCE.includes(`'${option}'`));
+    assert.ok(body.includes('<h2>Auto-tagging</h2>') && SOURCE.includes("'h2', 'Auto-tagging'"));
+    assert.ok(body.includes('One tagging configuration for images and prompt-library actions. Every result can be reviewed before applying.'));
+    assert.ok(body.includes('LLM tag template') && SOURCE.includes("'LLM tag template'"));
+    assert.ok(body.includes('"Preview tagging review", "tag-review", "", "ca-primary"'));
+    // Prototype copy is never shipped.
+    for (const sample of ['Simulate download', 'Simulate unload', 'Ollama']) assert.ok(!SOURCE.includes(sample), sample);
+});
+
+test('model options are the four real engines with their size, in the concept order (D132, OQ5)', async () => {
+    const { modelOptions, MODEL_IDS, modelLabel, modelSize } = await tagging;
+    assert.deepEqual(MODEL_IDS, ['wd14-swinv2', 'wd14-vit', 'gguf', 'hf']);
+    assert.deepEqual(modelOptions(MODELS.models).map(([, label]) => label),
+        ['WD14 SwinV2 · ~400 MB', 'WD14 ViT · ~400 MB', 'GGUF JoyCaption · ~4.5 GB', 'HuggingFace JoyCaption · ~16 GB']);
+    // Before the status answered (or when it cannot be read) the documented labels stand in.
+    assert.deepEqual(modelOptions(null), modelOptions(MODELS.models));
+    assert.equal(modelLabel('hf', { label: '' }), 'HuggingFace JoyCaption');
+    assert.equal(modelLabel('other', null), 'other');
+    assert.equal(modelSize('other', null), '');
+});
+
+test('the Tagging model description is the chosen model’s live status (D132)', async () => {
+    const { modelDescription, readStatus, STATUS_COPY } = await tagging;
+    const status = readStatus(MODELS);
+    assert.equal(modelDescription({ phase: 'loading' }, 'wd14-vit'), 'Loading model status…');
+    assert.equal(modelDescription({ phase: 'failed' }, 'wd14-vit'), 'Model status could not be read.');
+    assert.equal(modelDescription(status, 'wd14-swinv2'), 'Downloaded. Not loaded.');
+    assert.equal(modelDescription(status, 'wd14-vit'), 'Not downloaded. Download size ~400 MB.');
+    assert.equal(modelDescription(status, 'hf'), 'Not downloaded. Download size ~16 GB.');
+    assert.equal(modelDescription(status, 'gguf'), 'Partly downloaded. Download again to finish.');
+    const both = readStatus({ ...MODELS, models: { ...MODELS.models, gguf: entry('GGUF JoyCaption', '~4.5 GB', { downloaded: false,
+        model_exists: false, mmproj_exists: false }) } });
+    assert.equal(modelDescription(both, 'gguf'), 'Not downloaded. Download size ~4.5 GB.');
+    const loaded = readStatus({ ...MODELS, model_loaded: true, loaded_model_type: 'wd14-swinv2',
+        models: { ...MODELS.models, 'wd14-swinv2': entry('WD14 SwinV2', '~400 MB', { loaded: true }) } });
+    assert.equal(loaded.loadedType, 'wd14-swinv2');
+    assert.equal(modelDescription(loaded, 'wd14-swinv2'), STATUS_COPY.loaded);
+    assert.equal(modelDescription(status, 'unknown'), STATUS_COPY.failed);
+    assert.deepEqual(readStatus(null), { phase: 'failed', models: null, loadedType: null });
+    assert.equal(readStatus({ models: {}, model_loaded: true, loaded_model_type: '/abs/path' }).loadedType, null);
+});
+
+test('controls draft their host keys; numbers as numbers, other text as typed', async () => {
+    const { SETTING_KEYS, coerceNumber, draftValue } = await tagging;
+    assert.deepEqual(SETTING_KEYS, { 'tag-model': 'autotag_model_type', 'tag-existing': 'autotag_existing',
+        'threshold-general': 'autotag_general_threshold', 'threshold-character': 'autotag_character_threshold',
+        'tag-suggestions': 'autotag_suggestion_limit', 'tag-template': 'autotag_template' });
+    assert.deepEqual(['0.4', ' 1.5 ', '15', '', 'abc', '1e-1'].map(coerceNumber), [0.4, 1.5, 15, '', 'abc', 0.1]);
+    assert.equal(draftValue('autotag_suggestion_limit', '15'), 15);
+    assert.equal(draftValue('autotag_template', ' 12 '), ' 12 ');
+    assert.equal(draftValue('autotag_existing', undefined), '');
+    const { dom, drafts, scope, byId } = await mounted();
+    try {
+        assert.equal(byId('tag-model').value, 'wd14-swinv2');
+        assert.equal(byId('threshold-general').value, '0.35');
+        assert.equal(byId('tag-template').value, HOST.autotag_template);
+        assert.deepEqual([byId('threshold-general').min, byId('threshold-general').max, byId('threshold-general').step], ['0', '1', '0.05']);
+        assert.deepEqual([byId('tag-suggestions').min, byId('tag-suggestions').max], ['1', '100']);
+        byId('tag-existing').value = 'merge'; await byId('tag-existing').dispatch('change');
+        byId('threshold-general').value = '0.4'; await byId('threshold-general').dispatch('change');
+        byId('tag-suggestions').value = '15'; await byId('tag-suggestions').dispatch('change');
+        byId('tag-template').value = 'Tags only.'; await byId('tag-template').dispatch('input');
+        assert.deepEqual(drafts.changes('host'), { autotag_existing: 'merge', autotag_general_threshold: 0.4,
+            autotag_suggestion_limit: 15, autotag_template: 'Tags only.' });
+        // Every control names its stored key, so a refused save highlights it (D92).
+        for (const id of Object.keys(SETTING_KEYS)) assert.equal(byId(id).dataset.key, SETTING_KEYS[id]);
+        assert.equal(byId('tag-template').dataset.setting, 'tag-template');
+    } finally { scope.dispose(); assert.equal(dom.listenerCount(), 0); dom.restore(); }
+});
+
+test('opening the section reads the model status once; the select waits for it', async () => {
+    const { dom, scope, byId, description, calls, surface } = await mounted();
+    try {
+        assert.deepEqual(calls.get, ['/prompt_manager/autotag/models']);
+        assert.deepEqual(calls.post, []);
+        assert.equal(byId('tag-model').disabled, false);
+        assert.equal(description(), 'Downloaded. Not loaded.');
+        assert.deepEqual(byId('tag-model').options.map(option => option.textContent),
+            ['WD14 SwinV2 · ~400 MB', 'WD14 ViT · ~400 MB', 'GGUF JoyCaption · ~4.5 GB', 'HuggingFace JoyCaption · ~16 GB']);
+        assert.deepEqual(surface.children.map(node => node.className),
+            ['', '', 'setting-row', 'setting-row', 'setting-row', 'setting-row', 'setting-row', 'field', 'row-actions', 'operation']);
+    } finally { scope.dispose(); dom.restore(); }
+    const failed = await mounted({ modelsFail: true });
+    try {
+        assert.equal(failed.description(), 'Model status could not be read.');
+        assert.equal(failed.button('Download').getAttribute('aria-disabled'), 'true');
+        assert.equal(failed.button('Unload').disabled, true);
+        await failed.button('Download').dispatch('click');
+        assert.deepEqual(failed.calls.toasts, ['Model status could not be read.']);
+        assert.deepEqual(failed.calls.started, []);
+    } finally { failed.scope.dispose(); failed.dom.restore(); }
+});
+
+test('server settings that cannot be read leave the rows disabled and say so', async () => {
+    const { dom, scope, byId, button, description, calls } = await mounted({ hostFails: true });
+    try {
+        assert.equal(byId('tag-existing').disabled, true);
+        assert.equal(byId('tag-existing').parentNode.children[0].children.at(-1).textContent, 'Server settings could not be read.');
+        assert.equal(description(), 'Model status could not be read.');
+        await button('Preview tagging review').dispatch('click');
+        assert.deepEqual(calls.toasts, ['Server settings could not be read.']);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('Download starts the model download job and opens it; the label follows the disk (OQ10)', async () => {
+    const { dom, drafts, scope, button, calls, byId } = await mounted();
+    try {
+        assert.ok(button('Download again'));
+        byId('tag-model').value = 'wd14-vit'; await byId('tag-model').dispatch('change');
+        assert.equal(drafts.get('host', 'autotag_model_type'), 'wd14-vit');
+        await button('Download').dispatch('click');
+        assert.deepEqual(calls.started, [['model-download', { model_type: 'wd14-vit' }]]);
+        assert.deepEqual(calls.navigated, ['#/activity/job1']);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('startJob toasts by code and never navigates on a refusal', async () => {
+    const { startJob, startRefusal } = await tagging;
+    const { createScope } = await coreModule;
+    const error = (code, message = 'Server says.', extra = {}) => Object.assign(new Error(message), { code, ...extra });
+    assert.equal(startRefusal(error('model-busy', 'x', { operation: 'Tagging model download · WD14 ViT' }), 'X'),
+        'The tagging model is busy: Tagging model download · WD14 ViT. Try again when it finishes.');
+    assert.equal(startRefusal(error('model-busy', 'x'), 'X'),
+        'The tagging model is busy: Another tagging operation. Try again when it finishes.');
+    for (const code of ['model-unavailable', 'review-required', 'insufficient-space']) assert.equal(startRefusal(error(code), 'X'), 'Server says.');
+    assert.equal(startRefusal(error('weird'), 'Tag output images'), 'Tag output images could not start. Try again.');
+    assert.equal(startRefusal(new Error('offline'), 'Tag output images'), 'Tag output images could not start. Try again.');
+    const scope = createScope();
+    const toasts = [];
+    const navigated = [];
+    const run = start => startJob({ activity: { start }, scope, kind: 'autotag', body: {}, what: 'Tag output images',
+        notify: text => toasts.push(text), navigate: hash => navigated.push(hash) });
+    assert.equal(await run(async () => { throw error('model-busy', 'busy', { operation: 'Generate suggestions' }); }), null);
+    assert.equal(await run(async () => ({ busy: { id: 'a1', title: 'Scan for metadata' } })), null);
+    assert.equal(await run(async () => ({ busy: null })), null);
+    assert.deepEqual(toasts, ['The tagging model is busy: Generate suggestions. Try again when it finishes.',
+        ['Another job is running: ', { text: 'Scan for metadata', href: '#/activity/a1' }, '.'],
+        'Another job is running. Try again when it ends.']);
+    assert.deepEqual(await run(async () => ({ job: { id: 'j2' } })), { id: 'j2' });
+    assert.deepEqual(navigated, ['#/activity/j2']);
+    scope.dispose();
+    assert.equal(await run(async () => { throw error('weird'); }), null);
+    assert.deepEqual(await run(async () => ({ job: { id: 'j3' } })), { id: 'j3' });
+    assert.deepEqual(navigated, ['#/activity/j2']);
+    assert.equal(toasts.length, 3);
+});
+
+test('Unload is enabled only while a model is loaded; a busy refusal names the operation', async () => {
+    const loadedModels = { ...MODELS, model_loaded: true, loaded_model_type: 'wd14-swinv2' };
+    let refuse = null;
+    const post = url => {
+        if (refuse) throw refuse;
+        return url.endsWith('/unload') ? { success: true, message: 'WD14SWINV2 model unloaded successfully', model_loaded: false } : {};
+    };
+    const { dom, scope, button, calls, setModels } = await mounted({ models: loadedModels, post });
+    try {
+        assert.equal(button('Unload').disabled, false);
+        refuse = Object.assign(new Error('A tagging model is busy'), { code: 'model-busy', operation: 'Tagging model download · WD14 ViT' });
+        await button('Unload').dispatch('click');
+        assert.deepEqual(calls.toasts, ['The tagging model is busy: Tagging model download · WD14 ViT. Try again when it finishes.']);
+        refuse = new Error('offline');
+        await button('Unload').dispatch('click');
+        assert.equal(calls.toasts.at(-1), 'The tagging model could not be unloaded. Try again.');
+        refuse = null;
+        setModels(MODELS);
+        await button('Unload').dispatch('click');
+        assert.equal(calls.toasts.at(-1), 'WD14 SwinV2 unloaded.');
+        assert.deepEqual(calls.post.map(([url]) => url), Array(3).fill('/prompt_manager/autotag/unload'));
+        // Each attempt reads the status again; nothing is loaded now.
+        assert.equal(calls.get.length, 4);
+        assert.equal(button('Unload').disabled, true);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('Preview tagging review opens the Tag image dialog with the section’s values, else says why (D115)', async () => {
+    const { NO_SELECTION, taggingPreset, draftProblem } = await tagging.then(async module => ({ ...module,
+        NO_SELECTION: (await import('../../web/js/workspace/vocabulary.mjs')).NO_SELECTION }));
+    assert.equal(NO_SELECTION, 'Select an image in Images first.');
+    assert.deepEqual(taggingPreset(HOST), { model: 'wd14-swinv2', options: { general_threshold: 0.35, character_threshold: 0.85,
+        suggestion_limit: 10 } });
+    assert.deepEqual(taggingPreset({ ...HOST, autotag_model_type: 'gguf' }), { model: 'gguf',
+        options: { instructions: HOST.autotag_template, suggestion_limit: 10 } });
+    assert.equal(draftProblem(HOST), null);
+    assert.deepEqual(draftProblem({ ...HOST, autotag_general_threshold: 1.5 }),
+        { key: 'autotag_general_threshold', message: 'General-tag confidence must be between 0 and 1.' });
+    assert.equal(draftProblem({ ...HOST, autotag_character_threshold: '' }).key, 'autotag_character_threshold');
+    // #369: every page shows the thresholds in steps of 0.05, so a value off that grid cannot be saved or previewed.
+    assert.deepEqual(draftProblem({ ...HOST, autotag_general_threshold: 0.37 }),
+        { key: 'autotag_general_threshold', message: 'General-tag confidence must be a multiple of 0.05.' });
+    assert.deepEqual(draftProblem({ ...HOST, autotag_character_threshold: 0.33 }),
+        { key: 'autotag_character_threshold', message: 'Character-tag confidence must be a multiple of 0.05.' });
+    assert.equal(draftProblem({ ...HOST, autotag_general_threshold: 0.15, autotag_character_threshold: 0.95 }), null);
+    assert.equal(draftProblem({ ...HOST, autotag_general_threshold: 0, autotag_character_threshold: 1 }), null);
+    // A computed value a hair off the grid passes and is handed on snapped to it, as the server stores it.
+    assert.equal(draftProblem({ ...HOST, autotag_general_threshold: 0.1 + 0.2 }), null);
+    assert.equal(taggingPreset({ ...HOST, autotag_general_threshold: 0.1 + 0.2 }).options.general_threshold, 0.3);
+    assert.equal(draftProblem({ ...HOST, autotag_suggestion_limit: 2.5 }).key, 'autotag_suggestion_limit');
+    assert.equal(draftProblem({ ...HOST, autotag_suggestion_limit: 0 }, { limit: false }), null);
+    assert.deepEqual(draftProblem({ ...HOST, autotag_model_type: 'hf', autotag_template: '  ' }),
+        { key: 'autotag_template', message: 'LLM tag template must be non-empty text.' });
+    assert.deepEqual(draftProblem({ ...HOST, autotag_model_type: 'hf', autotag_template: 'x'.repeat(4001) }),
+        { key: 'autotag_template', message: 'LLM tag template must be at most 4000 characters.' });
+    // Characters are code points, as Python's len counts them: 4000 emoji (8000 UTF-16 units) are allowed.
+    assert.equal(draftProblem({ ...HOST, autotag_model_type: 'hf', autotag_template: '🏜'.repeat(4000) }), null);
+    assert.equal(draftProblem({ ...HOST, autotag_model_type: 'hf', autotag_template: '🏜'.repeat(4001) }).key, 'autotag_template');
+    // A WD14 run never reads the template, nor a language model the thresholds.
+    assert.equal(draftProblem({ ...HOST, autotag_template: '' }), null);
+    assert.equal(draftProblem({ ...HOST, autotag_model_type: 'gguf', autotag_general_threshold: 7 }), null);
+
+    const none = await mounted({ image: null });
+    try {
+        const preview = none.button('Preview tagging review');
+        assert.equal(preview.getAttribute('aria-disabled'), 'true');
+        assert.equal(preview.className, 'ca-primary');
+        await preview.dispatch('click');
+        assert.deepEqual(none.calls.toasts, ['Select an image in Images first.']);
+        assert.deepEqual(none.calls.opened, []);
+    } finally { none.scope.dispose(); none.dom.restore(); }
+
+    const { dom, scope, button, byId, calls } = await mounted();
+    try {
+        await button('Preview tagging review').dispatch('click');
+        assert.equal(calls.opened.length, 1);
+        assert.equal(calls.opened[0].image, IMAGE);
+        assert.equal(calls.opened[0].source, 'tags');
+        assert.deepEqual(calls.opened[0].preset, taggingPreset(HOST));
+        byId('threshold-general').value = '1.5'; await byId('threshold-general').dispatch('change');
+        assert.equal(button('Preview tagging review').getAttribute('aria-disabled'), 'true');
+        await button('Preview tagging review').dispatch('click');
+        assert.deepEqual(calls.toasts, ['General-tag confidence must be between 0 and 1.']);
+        assert.equal(calls.opened.length, 1);
+        byId('threshold-general').value = '0.37'; await byId('threshold-general').dispatch('change');
+        assert.equal(button('Preview tagging review').getAttribute('aria-disabled'), 'true');
+        await button('Preview tagging review').dispatch('click');
+        assert.deepEqual(calls.toasts.at(-1), 'General-tag confidence must be a multiple of 0.05.');
+        assert.equal(calls.opened.length, 1);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+const PLAN = { images: 3, prompts: 2, already_tagged: 1, to_tag: 1,
+    model: { type: 'wd14-swinv2', label: 'WD14 SwinV2', size_label: '~400 MB', downloaded: true }, existing: 'skip',
+    review_required: false, backup: { policy: 'on' }, disk: { free_bytes: 10 * 2 ** 30, required_bytes: 2 ** 20, sufficient: true } };
+
+test('the batch review grid, body and Cancel-only reasons (D134, CUJ 4–5)', async () => {
+    const { batchGrid, batchBody, batchCloseNote, existingLabel, REPLACE_NOTE, NOTHING_TO_TAG, NO_LINKED_IMAGES } = await tagging;
+    assert.deepEqual(batchGrid(PLAN, HOST), [['Model', 'WD14 SwinV2 · ~400 MB'], ['Existing tags', 'Skip already tagged'],
+        ['Images linked', '3'], ['Prompts', '2'], ['Already tagged', '1'], ['Prompts to tag', 'up to 1'],
+        ['Settings', 'General 0.35 · Character 0.85'], ['Backup', 'Create and verify before changes']]);
+    const llm = { ...HOST, autotag_model_type: 'gguf' };
+    assert.deepEqual(batchGrid({ ...PLAN, model: { type: 'gguf' }, backup: { policy: 'off' } }, llm).slice(-2),
+        [['Settings', 'Template of 27 characters'], ['Backup', 'No safety backup (the policy is off)']]);
+    assert.equal(batchGrid({}, HOST)[2][1], '0');
+    assert.equal(existingLabel('odd'), 'odd');
+    assert.deepEqual(batchBody(HOST), { model_type: 'wd14-swinv2', existing: 'skip',
+        options: { general_threshold: 0.35, character_threshold: 0.85 } });
+    // #369: a threshold a hair off the grid is sent snapped to it.
+    assert.equal(batchBody({ ...HOST, autotag_character_threshold: 0.1 + 0.2 }).options.character_threshold, 0.3);
+    assert.deepEqual(batchBody(llm), { model_type: 'gguf', existing: 'skip', options: { instructions: HOST.autotag_template } });
+    assert.equal(batchCloseNote(PLAN), null);
+    assert.equal(batchCloseNote({ ...PLAN, review_required: true }), REPLACE_NOTE);
+    assert.equal(REPLACE_NOTE, 'Replacing tags needs a review of each image. Use Preview tagging review, or choose Skip or Merge for a batch run.');
+    assert.equal(batchCloseNote({ ...PLAN, model: { ...PLAN.model, downloaded: false } }), 'WD14 SwinV2 is not downloaded. Download it first.');
+    assert.equal(batchCloseNote({ ...PLAN, disk: { free_bytes: 2 ** 20, required_bytes: 2 ** 21, sufficient: false } }),
+        'Not enough free disk space: the safety backup needs about 2.0 MB and 1.0 MB is free. Nothing is written until there is room.');
+    assert.equal(batchCloseNote({ ...PLAN, prompts: 0, to_tag: 0 }), NO_LINKED_IMAGES);
+    assert.equal(batchCloseNote({ ...PLAN, to_tag: 0 }), NOTHING_TO_TAG);
+    assert.equal(NOTHING_TO_TAG, 'Every prompt with an output image is already tagged.');
+});
+
+test('showBatchPlan opens the review with the backup box, or the Cancel-only review', async () => {
+    const { showBatchPlan, REVIEW_TITLE, BATCH_SENTENCE } = await tagging;
+    const { createScope } = await coreModule;
+    const scope = createScope();
+    const reviews = [];
+    const closed = [];
+    const started = [];
+    const options = { values: HOST, scope, activity: { start: async (kind, body) => { started.push([kind, body]); return { job: { id: 'b1' } }; } },
+        notify: () => {}, navigate: () => {}, openReview: review => reviews.push(review), openCloseOnly: review => closed.push(review) };
+    showBatchPlan(PLAN, options);
+    assert.equal(reviews.length, 1);
+    const [review] = reviews;
+    assert.equal(review.title, REVIEW_TITLE);
+    assert.equal(review.title, 'Review tag output images');
+    assert.equal(review.heading, 'Tag output images');
+    assert.equal(review.sentence, BATCH_SENTENCE);
+    assert.equal(review.primary.label, 'Start tagging');
+    assert.equal(review.cancelLabel, 'Cancel');
+    assert.equal(review.backup.copy.heading, 'Back up the database first (recommended)');
+    await review.onStart();
+    assert.deepEqual(started, [['autotag', { model_type: 'wd14-swinv2', existing: 'skip',
+        options: { general_threshold: 0.35, character_threshold: 0.85 } }]]);
+    showBatchPlan({ ...PLAN, backup: { policy: 'off' } }, options);
+    assert.equal(reviews[1].backup, null);
+    showBatchPlan({ ...PLAN, review_required: true }, options);
+    assert.equal(closed.length, 1);
+    assert.equal(closed[0].note.startsWith('Replacing tags needs a review'), true);
+    assert.equal(closed[0].grid[0][0], 'Model');
+    scope.dispose();
+});
+
+test('Tag output images › Review previews the drafts, else says why; a refused preview is toasted', async () => {
+    let refuse = null;
+    const post = url => {
+        if (refuse) throw refuse;
+        assert.equal(url, '/prompt_manager/autotag/batch/preview');
+        return PLAN;
+    };
+    const { dom, scope, button, byId, calls } = await mounted({ post });
+    try {
+        const review = button('Review');
+        assert.equal(review.getAttribute('aria-disabled'), null);
+        await review.dispatch('click');
+        await tick();
+        assert.deepEqual(calls.post, [['/prompt_manager/autotag/batch/preview', { model_type: 'wd14-swinv2', existing: 'skip' }]]);
+        assert.equal(calls.shown.length, 1);
+        assert.equal(calls.shown[0][0], PLAN);
+        assert.deepEqual(calls.shown[0][1].values, HOST);
+        assert.equal(review.textContent, 'Review');
+        refuse = Object.assign(new Error('busy'), { code: 'busy', running: { id: 'r1', title: 'Optimize database' } });
+        await review.dispatch('click');
+        await tick();
+        assert.deepEqual(calls.toasts.at(-1), ['Another job is running: ', { text: 'Optimize database', href: '#/activity/r1' }, '.']);
+        refuse = new Error('offline');
+        await review.dispatch('click');
+        await tick();
+        assert.equal(calls.toasts.at(-1), 'The plan could not be reviewed. Nothing was changed.');
+        // A model that is not on disk cannot be reviewed: the button explains instead.
+        byId('tag-model').value = 'wd14-vit'; await byId('tag-model').dispatch('change');
+        assert.equal(review.getAttribute('aria-disabled'), 'true');
+        await review.dispatch('click');
+        assert.equal(calls.toasts.at(-1), 'WD14 ViT is not downloaded. Download it first.');
+        assert.equal(calls.post.length, 3);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('settingRefusal marks only an Auto-tagging save\'s plain 400 as invalid-setting (CUJ 2a)', async () => {
+    const { settingRefusal } = await import('../../web/js/workspace/system.mjs');
+    const refusal = (extra = {}) => Object.assign(new Error('General-tag confidence must be between 0 and 1.'),
+        { status: 400, refused: true, code: null, ...extra });
+    const tagging = { autotag_general_threshold: 1.5, expected_revision: 'sha256:one' };
+    assert.equal(settingRefusal(refusal(), tagging).code, 'invalid-setting');
+    // Another section's refusal keeps the generic copy, even with a plain 400.
+    const other = refusal({ message: 'Result timeout must be between 0 and 300.' });
+    assert.equal(settingRefusal(other, { result_timeout: 999, expected_revision: 'sha256:one' }).code, null);
+    assert.equal(settingRefusal(refusal(), undefined).code, null);
+    for (const extra of [{ status: 409 }, { refused: false }, { code: 'jxl-unavailable' }]) {
+        assert.notEqual(settingRefusal(refusal(extra), tagging).code, 'invalid-setting');
+    }
+    assert.equal(settingRefusal(undefined, tagging), undefined);
+});
+
+test('a part-downloaded GGUF offers Download again', async () => {
+    const { downloadLabel, partlyDownloaded } = await tagging;
+    const partial = MODELS.models.gguf;
+    assert.equal(partlyDownloaded('gguf', partial), true);
+    assert.equal(downloadLabel('gguf', partial), 'Download again');
+    assert.equal(downloadLabel('gguf', { ...partial, model_exists: false }), 'Download');
+    assert.equal(downloadLabel('hf', MODELS.models.hf), 'Download');
+    assert.equal(downloadLabel('wd14-swinv2', MODELS.models['wd14-swinv2']), 'Download again');
+    assert.equal(partlyDownloaded('hf', { model_exists: true, mmproj_exists: false }), false);
+    const { dom, scope, byId, button, description } = await mounted();
+    try {
+        byId('tag-model').value = 'gguf'; await byId('tag-model').dispatch('change');
+        assert.equal(description(), 'Partly downloaded. Download again to finish.');
+        assert.ok(button('Download again'));
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('the disk note says what is short in the server\'s words, and guesses no unknown byte counts', async () => {
+    const { diskShortNote, DISK_SHORT_UNKNOWN } = await tagging;
+    assert.equal(diskShortNote({ required_bytes: 3 * 2 ** 20, free_bytes: 2 ** 19, sufficient: false }),
+        'Not enough free disk space: the safety backup needs about 3.0 MB and 0.5 MB is free. Nothing is written until there is room.');
+    for (const disk of [{ required_bytes: NaN, free_bytes: 1 }, { required_bytes: 1, free_bytes: Infinity }, { required_bytes: -1, free_bytes: 1 },
+        { required_bytes: '1', free_bytes: 1 }, null]) {
+        assert.equal(diskShortNote(disk), DISK_SHORT_UNKNOWN);
+    }
+    assert.equal(DISK_SHORT_UNKNOWN, 'Not enough free disk space for the safety backup. Nothing is written until there is room.');
+    assert.ok(!diskShortNote({ required_bytes: 1, free_bytes: 0 }).includes('apply'));
+});
+
+test('a drafts repaint never re-enables Download while its start is in flight', async () => {
+    let answer;
+    const start = () => new Promise(resolve => { answer = resolve; });
+    const { dom, scope, byId, button, calls } = await mounted({ start });
+    try {
+        const download = button('Download again');
+        const pressed = download.dispatch('click');
+        await tick();
+        assert.equal(download.getAttribute('aria-disabled'), 'true');
+        byId('tag-existing').value = 'merge'; await byId('tag-existing').dispatch('change');
+        assert.equal(download.getAttribute('aria-disabled'), 'true');
+        // A second press while it starts is ignored.
+        await download.dispatch('click');
+        assert.equal(calls.started.length, 1);
+        answer({ job: { id: 'd1' } });
+        await pressed;
+        assert.equal(download.getAttribute('aria-disabled'), null);
+        assert.deepEqual(calls.navigated, ['#/activity/d1']);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('an Unload that found nothing loaded says nothing and reads the status again', async () => {
+    const { dom, scope, button, calls } = await mounted({ models: { ...MODELS, model_loaded: true, loaded_model_type: 'wd14-swinv2' },
+        post: () => ({ success: true, message: 'No model was loaded' }) });
+    try {
+        await button('Unload').dispatch('click');
+        assert.deepEqual(calls.toasts, []);
+        assert.equal(calls.get.length, 2);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('an unknown saved engine has its own reason', async () => {
+    const { UNKNOWN_MODEL } = await tagging;
+    const { dom, scope, button, calls } = await mounted({ host: { ...HOST, autotag_model_type: 'wd14-convnext' } });
+    try {
+        await button('Preview tagging review').dispatch('click');
+        await button('Download').dispatch('click');
+        await button('Review').dispatch('click');
+        assert.deepEqual(calls.toasts, [UNKNOWN_MODEL, UNKNOWN_MODEL, UNKNOWN_MODEL]);
+        assert.equal(UNKNOWN_MODEL, 'The saved tagging model is not one of these engines. Choose one and save preferences.');
+        assert.deepEqual(calls.started, []);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('a review whose dialog fails to open is toasted, not lost', async () => {
+    const { dom, scope, button, calls } = await mounted({ post: () => PLAN });
+    try {
+        calls.shown.push = () => { throw new Error('dialog failed'); };
+        await button('Review').dispatch('click');
+        await tick();
+        assert.equal(calls.toasts.at(-1), 'The plan could not be reviewed. Nothing was changed.');
+        assert.equal(button('Review').getAttribute('aria-disabled'), null);
+    } finally { scope.dispose(); dom.restore(); }
+});
+
+test('a status read, an unload and a preview that finish after the section left do nothing', async () => {
+    const { mountTagging } = await tagging;
+    const { createSystemDrafts } = await stateModule;
+    const { createScope } = await coreModule;
+    const dom = fakeDOM();
+    const pending = [];
+    const later = value => new Promise(resolve => pending.push(() => resolve(value)));
+    const drafts = createSystemDrafts({ readBrowser: () => ({}), readRuntime: () => ({}),
+        readHost: async () => ({ values: HOST, revision: 'sha256:one' }), writeBrowser: async () => ({}), writeHost: async () => ({}),
+        writeRuntime: async () => ({}) });
+    await drafts.load('host');
+    const scope = createScope();
+    const toasts = [];
+    const shown = [];
+    let gets = 0;
+    const loaded = { ...MODELS, model_loaded: true, loaded_model_type: 'wd14-swinv2',
+        models: { ...MODELS.models, 'wd14-swinv2': entry('WD14 SwinV2', '~400 MB', { loaded: true }) } };
+    const api = { get: () => { gets += 1; return gets === 1 ? Promise.resolve(loaded) : later(MODELS); }, post: url => later(url.endsWith('/unload') ? { success: true, model_loaded: false } : PLAN) };
+    const [surface] = mountTagging(null, { api, activity: {}, scope, drafts, notify: text => toasts.push(text), navigate: () => {},
+        selected: () => IMAGE, openTagging: () => {}, show: plan => shown.push(plan) });
+    try {
+        await tick();
+        const find = label => dom.find(surface, node => node.tagName === 'BUTTON' && node.textContent === label);
+        const description = () => dom.find(surface, node => node.id === 'tag-model').parentNode.children[0].children[1].textContent;
+        assert.equal(description(), 'Downloaded and loaded.');
+        const unloading = find('Unload').dispatch('click');
+        const reviewing = find('Review').dispatch('click');
+        await tick();
+        scope.dispose();
+        for (const settle of pending.splice(0)) settle();
+        await unloading;
+        await reviewing;
+        await tick();
+        for (const settle of pending.splice(0)) settle();
+        await tick();
+        assert.deepEqual(toasts, []);
+        assert.deepEqual(shown, []);
+        // The status read after the unload never reached the page either.
+        assert.equal(description(), 'Downloaded and loaded.');
+        assert.equal(dom.listenerCount(), 0);
+    } finally { dom.restore(); }
+});

tests/js/workspace-toolbar.test.js

@@ -841,6 +841,11 @@ test('openReviewDialog lays out heading, grid, options, sentence, backup box and
             [['dt', 'dd'], 'Scope', '2 stale image links'], [['dt', 'dd'], 'Media on disk', 'No source files removed']]);
         review.setValue('Scope', '3 stale image links');
         assert.equal(grid.children[0].children[1].textContent, '3 stale image links');
+        // #355: a row's hover title (the LoRA review's settings file); an unknown term changes nothing.
+        review.setTitle('Media on disk', '~/settings.json');
+        review.setTitle('Absent', 'x');
+        review.setValue('Absent', 'x');
+        assert.equal(grid.children[1].children[1].title, '~/settings.json');
         const actions = byId(dom, 'modal-body').children.at(-1);
         assert.deepEqual(actions.children.map(node => [node.textContent, node.className]),
             [['Cancel', ''], ['Apply reviewed operation', 'ca-primary']]);

tests/local_resolver_cases.py

@@ -26,6 +26,8 @@ VECTORS_PATH = (
     / "local-inspect"
     / "resolver-vectors.json"
 )
+# A case may name the inspected file (#381 saver anchoring); it is no record.
+FILE_NAME = "__file_name"
 # Committed record sets stay small; the large bound cases are built at test time.
 MAX_VECTOR_CHARS = 20_000
 COMMITTED_FUZZ = (0, 60)
@@ -906,6 +908,60 @@ def golden_cases():
             },
         ),
     )
+    # #381: unknown nodes between the prompt and the sampler pass through.
+    try:
+        from tests import unknown_node_graphs
+    except ImportError:  # pragma: no cover - discover -s tests puts tests/ first
+        import unknown_node_graphs
+    for name, graph in unknown_node_graphs.shapes().items():
+        add(f"pass-through-{name}", graph)
+    for name, records in {
+        **unknown_node_graphs.recorded_shapes(),
+        **unknown_node_graphs.review_shapes(),
+    }.items():
+        cases[f"pass-through-{name}"] = records
+    try:
+        from tests import saver_anchor_graphs as anchor
+    except ImportError:  # pragma: no cover - discover -s tests puts tests/ first
+        import saver_anchor_graphs as anchor
+    for name, graph, file_name in [
+        ("branch-3", anchor.branch_bench(), "s45_branch_3_00002_.png"),
+        ("branch-unanchored", anchor.branch_bench(), None),
+        ("branch-no-match", anchor.branch_bench(), "photo_00001_.png"),
+        ("branch-linked", anchor.linked_prefix_bench(), "s45_branch_2_00007_.png"),
+        (
+            "branch-unknown-saver",
+            anchor.branch_bench(saver="VendorSaveImage"),
+            "s45_branch_4_00001.webp",
+        ),
+        ("shared-prefix", anchor.shared_prefix(), "IMG_GEN_00371_.png"),
+        ("same-links", anchor.two_stage_same_conditioning(), "final_00003_.png"),
+        ("same-links-unanchored", anchor.two_stage_same_conditioning(), None),
+        (
+            "other-links",
+            anchor.two_stage_same_conditioning(["91", 0]),
+            "final_00003_.png",
+        ),
+        ("hidden-earlier", anchor.hidden_earlier_prompt(), "out_00001_.png"),
+        (
+            "hidden-override",
+            anchor.hidden_earlier_prompt(override=True),
+            "out_00001_.png",
+        ),
+    ] + [
+        (f"first-stage-{kind}", anchor.first_stage_variant(kind), "final_00003_.png")
+        for kind in (
+            "no-latent",
+            "literal-latent",
+            "missing-latent",
+            "cyclic-latent",
+            "stage-shaped",
+            "detailer",
+        )
+    ]:
+        cases[f"anchor-{name}"] = {"prompt": _dump(graph)}
+        if file_name is not None:
+            cases[f"anchor-{name}"][FILE_NAME] = file_name
     cases["parameters-only"] = {
         "parameters": "a fox\nNegative prompt: blur\nSteps: 20, Sampler: euler"
     }
@@ -1059,7 +1115,8 @@ def boundary_cases():
                 ["7", 0],
                 {
                     "\U0001f600"
-                    * 70: {"class_type": long_name, "inputs": {"text": "x"}},
+                    # No text and no links: still named, not passed through (#381).
+                    * 70: {"class_type": long_name, "inputs": {"seed": 1}},
                     "7": _encode("b"),
                 },
             )
@@ -1387,7 +1444,10 @@ def committed_vectors():
             "name": name,
             "records": records,
             "evidence": inspect_prompt_evidence(
-                records, None, profile=INSPECTION_PROFILE
+                {key: value for key, value in records.items() if key != FILE_NAME},
+                None,
+                profile=INSPECTION_PROFILE,
+                file_name=records.get(FILE_NAME),
             ),
         }
         for name, records in cases.items()

tests/run_suite.py

@@ -33,7 +33,9 @@ written next to it (TESTING.md "Time limits and hangs").
 import argparse
 import faulthandler
 import os
+import shutil
 import sys
+import tempfile
 import unittest
 from pathlib import Path
 
@@ -41,6 +43,9 @@ DEFAULT_PER_TEST_LIMIT = 120
 DEFAULT_SHUTDOWN_LIMIT = 120
 NO_TESTS_EXIT = 5
 USAGE_EXIT = 2
+# LoraManager's settings-folder override (#355): every test reads an empty,
+# disposable LoraManager settings folder, never the developer's real one.
+LORA_MANAGER_SETTINGS_ENV = "LORA_MANAGER_SETTINGS_DIR"
 
 
 class LimitError(ValueError):
@@ -115,6 +120,16 @@ def parse_args(argv):
     return parser.parse_args(argv)
 
 
+def isolate_lora_manager_settings():
+    """Point LoraManager's settings lookup at a fresh temporary folder.
+
+    Returns the folder; the caller removes it when the run ends.
+    """
+    folder = tempfile.mkdtemp(prefix="pm-lora-settings-")
+    os.environ[LORA_MANAGER_SETTINGS_ENV] = folder
+    return folder
+
+
 def main(argv=None):
     args = parse_args(sys.argv[1:] if argv is None else argv)
     # Keep the real stderr: a test may replace sys.stderr, and the watchdog
@@ -128,16 +143,20 @@ def main(argv=None):
         return USAGE_EXIT
 
     faulthandler.dump_traceback_later(per_test_limit, exit=True, file=stream)
-    start = os.path.abspath(args.start_directory)
-    suite = unittest.TestLoader().discover(start, args.pattern, top_level_dir=start)
-    runner = unittest.TextTestRunner(
-        stream=stream,
-        verbosity=args.verbosity,
-        # As unittest.main does: show warnings unless -W/PYTHONWARNINGS set them.
-        warnings=None if sys.warnoptions else "default",
-        resultclass=make_result_class(stream, per_test_limit, shutdown_limit),
-    )
-    result = runner.run(suite)
+    settings_folder = isolate_lora_manager_settings()
+    try:
+        start = os.path.abspath(args.start_directory)
+        suite = unittest.TestLoader().discover(start, args.pattern, top_level_dir=start)
+        runner = unittest.TextTestRunner(
+            stream=stream,
+            verbosity=args.verbosity,
+            # As unittest.main does: show warnings unless -W/PYTHONWARNINGS set them.
+            warnings=None if sys.warnoptions else "default",
+            resultclass=make_result_class(stream, per_test_limit, shutdown_limit),
+        )
+        result = runner.run(suite)
+    finally:
+        shutil.rmtree(settings_folder, ignore_errors=True)
     if result.testsRun == 0 and not result.skipped:
         return NO_TESTS_EXIT
     return 0 if result.wasSuccessful() else 1

tests/saver_anchor_graphs.py

@@ -0,0 +1,216 @@
+"""Synthetic graphs for saver anchoring and shared-conditioning stages (#381).
+
+``branch_bench`` reproduces the maintainer's ``gpu_unlock_bench`` run: four
+KSampler branches with different prompts, each saved by its own SaveImage whose
+literal prefix names the branch (``bench/run/s45_branch_N``). ``shared_prefix``
+is the dataset run's shape: every branch's saver uses one prefix, so the file
+name cannot name the branch. ``two_stage_same_conditioning`` reproduces the
+ANIMA run: a hires stage whose latent passes an unlisted node and reads the
+same positive and negative links as the first stage. Texts are neutral.
+"""
+
+BRANCH_TEXTS = (
+    "a knit beanie on a wooden table",
+    "an old fishing boat at dawn",
+    "a red vintage car in the rain",
+    "a cozy library with tall shelves",
+)
+NEGATIVE = "blurry, lowres"
+
+
+def _encode(text):
+    return {"class_type": "CLIPTextEncode", "inputs": {"text": text, "clip": ["1", 1]}}
+
+
+def _ksampler(positive, negative, latent, denoise=1.0):
+    return {
+        "class_type": "KSampler",
+        "inputs": {
+            "seed": 1,
+            "steps": 20,
+            "cfg": 7.0,
+            "sampler_name": "euler",
+            "scheduler": "normal",
+            "denoise": denoise,
+            "model": ["1", 0],
+            "positive": positive,
+            "negative": negative,
+            "latent_image": latent,
+        },
+    }
+
+
+def _base():
+    return {
+        "1": {"class_type": "CheckpointLoaderSimple", "inputs": {"ckpt_name": "m"}},
+        "2": {"class_type": "EmptyLatentImage", "inputs": {"width": 64}},
+        "3": _encode(NEGATIVE),
+    }
+
+
+def branch_bench(prefixes=None, saver="SaveImage"):
+    """Four branches; ``prefixes`` replaces each saver's ``filename_prefix``."""
+    prefixes = prefixes or [
+        f"bench/run/s45_branch_{index}" for index in range(1, len(BRANCH_TEXTS) + 1)
+    ]
+    graph = _base()
+    for index, text in enumerate(BRANCH_TEXTS, start=1):
+        base = index * 10
+        graph[str(base)] = _encode(text)
+        graph[str(base + 1)] = _ksampler([str(base), 0], ["3", 0], ["2", 0])
+        graph[str(base + 2)] = {
+            "class_type": "VAEDecode",
+            "inputs": {"samples": [str(base + 1), 0], "vae": ["1", 2]},
+        }
+        graph[str(base + 3)] = {
+            "class_type": saver,
+            "inputs": {
+                "filename_prefix": prefixes[index - 1],
+                "images": [str(base + 2), 0],
+            },
+        }
+    return graph
+
+
+def linked_prefix_bench():
+    """The branch run with each prefix coming from a PrimitiveString."""
+    graph = branch_bench(prefixes=[["90", 0], ["91", 0], ["92", 0], ["93", 0]])
+    for index in range(4):
+        graph[str(90 + index)] = {
+            "class_type": "PrimitiveString",
+            "inputs": {"value": f"bench/run/s45_branch_{index + 1}"},
+        }
+    return graph
+
+
+def shared_prefix():
+    """Every branch saved with one prefix: the file name names no branch."""
+    return branch_bench(prefixes=["dataset/IMG_GEN"] * len(BRANCH_TEXTS))
+
+
+def two_stage_same_conditioning(second_positive=None):
+    """Base and hires stage on the same links; the hires latent passes an
+    unlisted node (``VendorGpuCleaner``), so the stages' lineage is unknown."""
+    graph = _base()
+    graph["90"] = _encode(BRANCH_TEXTS[0])
+    graph["63"] = _ksampler(["90", 0], ["3", 0], ["2", 0])
+    graph["30"] = {
+        "class_type": "VAEDecode",
+        "inputs": {"samples": ["63", 0], "vae": ["1", 2]},
+    }
+    graph["98"] = {
+        "class_type": "SaveImage",
+        "inputs": {"filename_prefix": "draft", "images": ["30", 0]},
+    }
+    graph["110"] = {"class_type": "VendorGpuCleaner", "inputs": {"anything": ["63", 0]}}
+    graph["108"] = {
+        "class_type": "LatentUpscaleBy",
+        "inputs": {
+            "upscale_method": "nearest-exact",
+            "scale_by": 1.2,
+            "samples": ["110", 0],
+        },
+    }
+    graph["114"] = _ksampler(second_positive or ["90", 0], ["3", 0], ["108", 0], 0.5)
+    graph["113"] = {
+        "class_type": "VAEDecode",
+        "inputs": {"samples": ["114", 0], "vae": ["1", 2]},
+    }
+    graph["115"] = {
+        "class_type": "VendorGpuCleaner",
+        "inputs": {"anything": ["113", 0]},
+    }
+    graph["107"] = {
+        "class_type": "SaveImage",
+        "inputs": {"filename_prefix": "final", "images": ["115", 0]},
+    }
+    if second_positive is not None:
+        graph["91"] = _encode(BRANCH_TEXTS[1])
+    return graph
+
+
+def hidden_earlier_prompt(override=False):
+    """Review shape: the skipped same-links stage continues a different prompt.
+
+    10 (cat) -> 11 (dog) -> unlisted LatentBlend -> 13 (dog, same links as 11)
+    -> VAEDecode -> SaveImage ``out``. With ``override``, 11 is a
+    ``KSampler (Efficient)`` with a linked ``script``.
+    """
+    graph = _base()
+    graph["5"] = _encode("cat X")
+    graph["6"] = _encode("dog Y")
+    graph["10"] = _ksampler(["5", 0], ["3", 0], ["2", 0])
+    graph["11"] = _ksampler(["6", 0], ["3", 0], ["10", 0])
+    if override:
+        graph["11"] = _ksampler(["6", 0], ["3", 0], ["2", 0])
+        graph["11"]["class_type"] = "KSampler (Efficient)"
+        graph["11"]["inputs"]["script"] = ["40", 0]
+        graph["40"] = {"class_type": "XY Plot", "inputs": {"grid_spacing": 0}}
+    graph["12"] = {
+        "class_type": "LatentBlend",
+        "inputs": {"samples1": ["11", 0], "samples2": ["2", 0], "blend_factor": 0.5},
+    }
+    graph["13"] = _ksampler(["6", 0], ["3", 0], ["12", 0], 0.5)
+    graph["14"] = {
+        "class_type": "VAEDecode",
+        "inputs": {"samples": ["13", 0], "vae": ["1", 2]},
+    }
+    graph["15"] = {
+        "class_type": "SaveImage",
+        "inputs": {"filename_prefix": "out", "images": ["14", 0]},
+    }
+    return graph
+
+
+def deep_prefixes(chain):
+    """Review shape: two branches whose savers both trace the prefix ``dup``.
+
+    Saver A's prefix runs through ``chain`` DisplayText nodes; saver B's
+    through one more, so a short visit allowance can finish only one trace.
+    """
+    graph = branch_bench(prefixes=[["p0", 0], ["q", 0], "x_1", "x_2"])
+    graph["pz"] = {"class_type": "StringConstant", "inputs": {"string": "dup"}}
+    previous = "pz"
+    for index in range(chain - 1, -1, -1):
+        graph[f"p{index}"] = {
+            "class_type": "DisplayText",
+            "inputs": {"text": [previous, 0]},
+        }
+        previous = f"p{index}"
+    graph["q"] = {"class_type": "DisplayText", "inputs": {"text": ["p0", 0]}}
+    return graph
+
+
+def first_stage_variant(kind):
+    """``two_stage_same_conditioning`` whose first stage (63) is not plain.
+
+    ``no-latent`` drops its latent input (still plain); ``literal-latent``,
+    ``missing-latent``, ``cyclic-latent``, ``stage-shaped`` and ``detailer``
+    each make it something other than a plain first stage, so the later
+    stage stays unattributed.
+    """
+    graph = two_stage_same_conditioning()
+    inputs = graph["63"]["inputs"]
+    if kind == "no-latent":
+        del inputs["latent_image"]
+    elif kind == "literal-latent":
+        inputs["latent_image"] = "latent"
+    elif kind == "missing-latent":
+        inputs["latent_image"] = ["999", 0]
+    elif kind == "cyclic-latent":
+        graph["70"] = {"class_type": "VendorLatentOp", "inputs": {"samples": ["63", 0]}}
+        inputs["latent_image"] = ["70", 0]
+    elif kind == "stage-shaped":
+        graph["70"] = {
+            "class_type": "VendorSampler",
+            "inputs": {
+                "model": ["1", 0],
+                "positive": ["90", 0],
+                "latent_image": ["2", 0],
+            },
+        }
+        inputs["latent_image"] = ["70", 0]
+    elif kind == "detailer":
+        graph["63"]["class_type"] = "FaceDetailer"
+        inputs["image"] = ["30", 0]
+    return graph

tests/test_api_annotation_suggest.py

@@ -36,7 +36,7 @@ SUGGEST = "/prompt_manager/image-annotations/suggest"
 WAIT = 30.0
 WD14 = {"general_threshold": 0.35, "character_threshold": 0.85}
 LLM = {"instructions": "Generate tags."}
-UNAVAILABLE = "Download it from the legacy Auto-tag page."
+UNAVAILABLE = "Download it in System › Auto-tagging."
 
 SCORED = [("sandstone", 0.98), ("desert", 0.96)] + [
     (f"tag_{i:03d}", round(0.9 - i * 0.005, 4)) for i in range(150)

tests/test_api_annotations.py

@@ -1145,8 +1145,10 @@ class TestEnvelopes(AnnotationAPITestCase):
             sorted(await self.json_of(resp)),
             [
                 "default_prompt",
+                "existing",  # #328 adds the saved batch policy and model
                 "loaded_model_type",
                 "model_loaded",
+                "model_type",
                 "models",
                 "success",
                 "suggestion_limit",  # B2 adds it (D68); nothing else changes

tests/test_api_core.py

@@ -687,9 +687,23 @@ class TestInstanceHelpers(FolderPathsFixture):
         self.assertEqual(self._run(self.api._run_in_executor(add, 1, 2)), 3)
 
     def test_invalidate_gallery_cache(self):
-        self.api._gallery_cache = {"x": 1}
+        record = self.api._root_listing(self.output_dir)
+        record.files = [(self.output_dir / "a.png", 1.0)]
+        record.folders = record.folders_with_ancestors = frozenset()
+        record.walked_at = 1.0
+        self.api._favorite_listing_cache = {"x": 1}
+        self.api._workspace_order_cache = {"x": 1}
         self.api.invalidate_gallery_cache()
-        self.assertEqual(self.api._gallery_cache, {})
+        # The record stays: its generation outlives every drop (#348).
+        self.assertIs(self.api._root_listings[str(self.output_dir)], record)
+        self.assertIsNone(record.files)
+        self.assertIsNone(record.folders)
+        self.assertIsNone(record.walked_at)
+        self.assertEqual(record.generation, 1)
+        self.assertEqual(self.api._favorite_listing_cache, {})
+        self.assertEqual(self.api._workspace_order_cache, {})
+        self.api.reset_gallery_roots_cache()
+        self.assertEqual(record.generation, 2)
 
     def test_enrich_images_adds_urls_and_thumbnails(self):
         GalleryConfig.MONITORING_DIRECTORIES = [str(self.output_dir)]

tests/test_api_diagnostics_report.py

@@ -0,0 +1,409 @@
+"""The shareable diagnostic report (#329, py/api/diagnostics_report.py).
+
+``GET /prompt_manager/system/diagnostics`` builds the report on the server
+from an explicit list of fields: the project version, the four legacy checks,
+public paths only and no secret. A scrub replaces anything that still looks
+like an absolute path or holds the CivitAI key and counts it in ``redacted``;
+these tests require ``redacted == 0`` so a builder mistake fails instead of
+being hidden.
+"""
+
+import json
+import ntpath
+import os
+import posixpath
+import re
+import sqlite3
+import sys
+import unittest
+from unittest import mock
+from unittest.mock import MagicMock
+
+_mock_server = MagicMock()
+_mock_server.PromptServer.instance.routes = MagicMock()
+sys.modules.setdefault("server", _mock_server)
+
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from py.api import admin, diagnostics_report  # noqa: E402
+from py.api.diagnostics_report import OUTSIDE, report_path, scrub  # noqa: E402
+from py.config import (
+    GalleryConfig,
+    IntegrationConfig,
+    PromptManagerConfig,
+)  # noqa: E402
+
+try:
+    from tests.test_api_log_cleanup import LogCleanupTestCase  # noqa: E402
+except ImportError:  # discovered with tests/ as the top-level directory
+    from test_api_log_cleanup import LogCleanupTestCase  # noqa: E402
+
+REPORT = "/prompt_manager/system/diagnostics"
+KEY = "civitai-secret-0123456789abcdef"
+SEEDED_PATHS = (
+    "/home/someone/private/LoraManager",
+    "/srv/someone/renders",
+    "C:\\Users\\someone\\Documents\\renders",
+    "D:/Users/someone/prompts.db",
+    "\\\\nas\\share\\someone\\renders",
+)
+_WINDOWS_ABSOLUTE = re.compile(r"^[A-Za-z]:[\\/]")
+TOP_KEYS = {
+    "success",
+    "generated_at",
+    "version",
+    "python",
+    "platform",
+    "viewerjs",
+    "checks",
+    "database_info",
+    "sources",
+    "logging",
+    "health",
+    "config",
+    "redacted",
+}
+CONFIG = {
+    "database": {"enable_duplicate_detection", "enable_auto_save"},
+    "web_ui": {
+        "result_timeout",
+        "show_test_button",
+        "webui_display_mode",
+        "infinite_scroll",
+    },
+    "performance": {
+        "max_search_results",
+        "enable_fuzzy_search",
+        "auto_backup_interval",
+        "worker_threads",
+    },
+    "gallery": {
+        "processing_delay",
+        "prompt_timeout",
+        "cleanup_interval",
+        "auto_cleanup_missing_files",
+        "max_image_age_days",
+        "max_concurrent_processing",
+        "metadata_extraction_timeout",
+    },
+    "integrations": {"lora_manager_enabled", "has_civitai_api_key"},
+}
+
+
+def _strings(value):
+    if isinstance(value, str):
+        yield value
+    elif isinstance(value, dict):
+        for key, item in value.items():
+            yield str(key)
+            yield from _strings(item)
+    elif isinstance(value, (list, tuple)):
+        for item in value:
+            yield from _strings(item)
+
+
+class DiagnosticsReportTestCase(LogCleanupTestCase):
+    """The admin app with its logger manager on a temporary log folder."""
+
+    async def get_application(self):
+        app = await super().get_application()
+        saved = IntegrationConfig.get_config()
+        self.addCleanup(IntegrationConfig.update_config, saved)
+        return app
+
+    async def report(self, status=200):
+        response = await self.client.request("GET", REPORT)
+        text = await response.text()
+        self.assertEqual(response.status, status, text)
+        return json.loads(text), text
+
+    def seed_secrets(self):
+        IntegrationConfig.update_config(
+            {
+                "lora_manager": {
+                    "enabled": True,
+                    "path": SEEDED_PATHS[0],
+                    "civitai_api_key": KEY,
+                }
+            }
+        )
+        GalleryConfig.MONITORING_DIRECTORIES = list(SEEDED_PATHS[1:3]) + [
+            SEEDED_PATHS[4]
+        ]
+        PromptManagerConfig.update_config(
+            {"database": {"default_path": SEEDED_PATHS[3]}}
+        )
+
+    def assert_no_paths_or_key(self, report, text):
+        self.assertNotIn(KEY, text)
+        self.assertNotIn(self.tmpdir, text)
+        self.assertNotIn(self.tmpdir.replace("\\", "/"), text)
+        for seeded in SEEDED_PATHS:
+            self.assertNotIn(seeded, text)
+            self.assertNotIn(json.dumps(seeded)[1:-1], text)
+        self.assertNotIn("someone", text)
+        for value in _strings(report):
+            self.assertFalse(posixpath.isabs(value), value)
+            self.assertFalse(ntpath.isabs(value), value)
+            self.assertIsNone(_WINDOWS_ABSOLUTE.match(value), value)
+            self.assertFalse(value.startswith("\\\\"), value)
+
+
+class TestReport(DiagnosticsReportTestCase):
+    async def test_report_has_version_viewerjs_and_the_four_checks(self):
+        report, _text = await self.report()
+        self.assertEqual(set(report), TOP_KEYS)
+        self.assertTrue(report["success"])
+        with open(
+            os.path.join(os.path.dirname(os.path.dirname(__file__)), "pyproject.toml"),
+            encoding="utf-8",
+        ) as handle:
+            version = re.search(r'version\s*=\s*["\']([^"\']+)["\']', handle.read())
+        self.assertEqual(report["version"], version.group(1))
+        self.assertRegex(report["viewerjs"], r"^\d+\.\d+\.\d+$")
+        self.assertRegex(report["python"], r"^3\.\d+\.\d+")
+        self.assertEqual(set(report["platform"]), {"system", "release"})
+        self.assertEqual(
+            set(report["checks"]),
+            {"database", "dependencies", "comfyui_output", "image_monitor"},
+        )
+        self.assertEqual(report["checks"]["database"]["status"], "ok")
+        self.assertEqual(
+            set(report["sources"]),
+            {"configured", "effective", "watching", "unavailable"},
+        )
+        self.assertEqual(set(report["logging"]), {"config", "stats"})
+        self.assertIsNone(report["health"])
+        self.assertEqual(report["redacted"], 0)
+        self.assertRegex(report["generated_at"], r"^\d{4}-\d\d-\d\dT\d\d:\d\d:\d\d$")
+
+    async def test_report_has_no_secret_or_absolute_path(self):
+        self.seed_secrets()
+        with mock.patch.object(
+            admin.sqlite3,
+            "connect",
+            side_effect=sqlite3.DatabaseError("file is not a database"),
+        ):
+            report, text = await self.report()
+        self.assertEqual(report["checks"]["database"]["status"], "error")
+        self.assertTrue(report["config"]["integrations"]["has_civitai_api_key"])
+        self.assertTrue(report["config"]["integrations"]["lora_manager_enabled"])
+        self.assertEqual(report["sources"]["configured"], 3)
+        self.assert_no_paths_or_key(report, text)
+        self.assertEqual(report["redacted"], 0)
+
+    async def test_report_leaves_get_config_unchanged(self):
+        self.seed_secrets()
+        before = json.dumps(PromptManagerConfig.get_config(), sort_keys=True)
+        directories = GalleryConfig.MONITORING_DIRECTORIES
+        await self.report()
+        self.assertEqual(
+            json.dumps(PromptManagerConfig.get_config(), sort_keys=True), before
+        )
+        self.assertIs(GalleryConfig.MONITORING_DIRECTORIES, directories)
+        self.assertEqual(IntegrationConfig.CIVITAI_API_KEY, KEY)
+
+    def test_outside_path_reads_outside_comfyui(self):
+        inside = os.path.join(str(self.comfy_dir), "user", "__promptmanager", "logs")
+        self.assertEqual(report_path(inside), "user/__promptmanager/logs")
+        self.assertEqual(
+            report_path(os.path.join(str(self.outside_dir), "vito")), "outside ComfyUI"
+        )
+        self.assertEqual(report_path(""), "")
+        self.assertEqual(report_path(None), "")
+
+    def test_a_filesystem_root_anchor_never_makes_a_path_public(self):
+        # --output-directory /renders makes "/" an anchor; a path outside
+        # ComfyUI must still read "outside ComfyUI", never "home/<user>/...".
+        root = os.path.abspath(os.sep)
+        anchors = [str(self.comfy_dir), root]
+        with mock.patch.object(GalleryConfig, "path_anchors", return_value=anchors):
+            self.assertEqual(
+                report_path(os.path.join(str(self.outside_dir), "x")), OUTSIDE
+            )
+            self.assertEqual(
+                report_path(os.path.join(str(self.comfy_dir), "output")), "output"
+            )
+
+    def test_scrub_removes_the_home_folder_without_its_root(self):
+        home = os.path.expanduser("~")
+        relative = os.path.splitdrive(home)[1].lstrip("\\/").replace("\\", "/")
+        cleaned = scrub({"a": f"{relative}/area/prompts.db", "redacted": 0}, None)
+        self.assertEqual(cleaned, {"a": "[removed]", "redacted": 1})
+
+    def test_the_home_folder_is_matched_as_a_whole_path_part(self):
+        with mock.patch.object(
+            diagnostics_report.os.path, "expanduser", return_value="/root"
+        ):
+            cleaned = scrub(
+                {
+                    "a": "output/rootfiles",
+                    "b": "output/root/x",
+                    "c": "see /root/x",
+                    "redacted": 0,
+                },
+                None,
+            )
+        self.assertEqual(cleaned["a"], "output/rootfiles")
+        # The home folder's name is a whole path part here: removed.
+        self.assertEqual(cleaned["b"], "[removed]")
+        self.assertEqual(cleaned["c"], "[removed]")
+        self.assertEqual(cleaned["redacted"], 2)
+
+    async def test_report_reads_only_the_temporary_log_folder(self):
+        self.write("prompt_manager.log.1", b"x" * 1234)
+        report, _text = await self.report()
+        stats = report["logging"]["stats"]
+        self.assertEqual(stats["log_files_count"], 2)
+        self.assertEqual(
+            stats["total_log_size"],
+            1234 + os.path.getsize(self.path("prompt_manager.log")),
+        )
+
+    def test_an_ancestor_of_home_is_never_an_anchor_on_linux(self):
+        anchored = diagnostics_report.anchored_path
+        home = "/home/someone"
+        anchors = ["/home", "/opt/ComfyUI"]
+        self.assertEqual(
+            anchored("/home/someone/renders/a.png", anchors, home, posixpath), OUTSIDE
+        )
+        self.assertEqual(
+            anchored("/home/other/renders", anchors, home, posixpath), OUTSIDE
+        )
+        self.assertEqual(
+            anchored("/opt/ComfyUI/output", anchors, home, posixpath), "output"
+        )
+
+    def test_an_ancestor_of_home_is_never_an_anchor_on_windows(self):
+        anchored = diagnostics_report.anchored_path
+        home = ntpath.normcase("C:\\Users\\someone")
+        anchors = [ntpath.normcase(a) for a in ("C:\\Users", "C:\\", "D:\\ComfyUI")]
+        path = ntpath.normcase("C:\\Users\\someone\\renders\\a.png")
+        self.assertEqual(anchored(path, anchors, home, ntpath), OUTSIDE)
+        inside = ntpath.normcase("D:\\ComfyUI\\output\\x")
+        self.assertEqual(anchored(inside, anchors, home, ntpath), "output/x")
+
+    def test_an_anchor_that_is_home_names_no_user(self):
+        anchored = diagnostics_report.anchored_path
+        home = "/home/someone"
+        self.assertEqual(
+            anchored("/home/someone/ComfyUI/output", [home], home, posixpath),
+            "ComfyUI/output",
+        )
+        self.assertEqual(
+            anchored(
+                "/home/someone/ComfyUI/output",
+                [home, "/home/someone/ComfyUI"],
+                home,
+                posixpath,
+            ),
+            "output",
+        )
+
+    def test_the_home_folder_name_is_removed_only_from_paths(self):
+        with mock.patch.object(
+            diagnostics_report.os.path, "expanduser", return_value="/home/info"
+        ):
+            cleaned = scrub({"level": "INFO", "p": "logs/info/x", "redacted": 0}, None)
+        self.assertEqual(cleaned, {"level": "INFO", "p": "[removed]", "redacted": 1})
+
+    def test_scrub_removes_the_home_folder_name(self):
+        with mock.patch.object(
+            diagnostics_report.os.path, "expanduser", return_value="/home/someone"
+        ):
+            cleaned = scrub(
+                {"a": "someone/renders", "b": "someones", "redacted": 0}, None
+            )
+        self.assertEqual(cleaned["a"], "[removed]")
+        self.assertEqual(cleaned["b"], "someones")
+
+    def test_scrub_removes_a_leaked_path_and_counts_it(self):
+        leaked = {
+            "a": "/home/someone/x",
+            "b": ["C:\\Users\\someone", "D:/data", "\\\\nas\\share", "ok"],
+            "c": {"d": f"token {KEY} here", "e": 3, "f": None, "g": "relative/path"},
+            "redacted": 0,
+        }
+        cleaned = scrub(leaked, KEY)
+        self.assertEqual(cleaned["redacted"], 5)
+        self.assertEqual(cleaned["a"], "[removed]")
+        self.assertEqual(cleaned["b"], ["[removed]"] * 3 + ["ok"])
+        self.assertEqual(
+            cleaned["c"], {"d": "[removed]", "e": 3, "f": None, "g": "relative/path"}
+        )
+        # A short key is not searched for (it would match ordinary words).
+        self.assertEqual(scrub({"x": "abc", "redacted": 0}, "abc")["redacted"], 0)
+
+    async def test_report_refused_while_exclusive_job_runs(self):
+        async with self.api._jobs.hold(
+            "restore", "Database restore", admission="exclusive"
+        ) as restore:
+            report, _text = await self.report(status=409)
+        self.assertEqual(report["code"], "busy")
+        self.assertEqual(
+            report["running"], {"id": restore.id, "title": "Database restore"}
+        )
+
+    async def test_report_lists_config_only_keys(self):
+        self.seed_secrets()
+        report, _text = await self.report()
+        self.assertEqual({k: set(v) for k, v in report["config"].items()}, CONFIG)
+        self.assertNotIn("default_path", json.dumps(report["config"]))
+        self.assertNotIn("directories", json.dumps(report["config"]))
+        self.assertNotIn(
+            "civitai_api_key",
+            json.dumps(report["config"]).replace("has_civitai_api_key", ""),
+        )
+
+    async def test_report_logging_has_public_directory(self):
+        report, _text = await self.report()
+        stats = report["logging"]["stats"]
+        self.assertFalse(posixpath.isabs(stats["log_directory"]))
+        self.assertIn("level", report["logging"]["config"])
+
+    async def test_report_survives_an_unreadable_viewerjs_provenance(self):
+        with mock.patch.object(
+            diagnostics_report,
+            "VIEWERJS_PROVENANCE",
+            os.path.join(self.tmpdir, "nope.json"),
+        ):
+            report, _text = await self.report()
+        self.assertEqual(report["viewerjs"], "unknown")
+
+    async def test_a_build_failure_is_coded_without_details(self):
+        with mock.patch.object(
+            self.api, "build_report", side_effect=RuntimeError(self.tmpdir)
+        ):
+            with self.assertLogs("prompt_manager", "ERROR"):
+                report, text = await self.report(status=500)
+        self.assertNotIn(self.tmpdir, text)
+        self.assertFalse(report["success"])
+
+
+class TestLegacyDiagnostics(DiagnosticsReportTestCase):
+    async def test_legacy_diagnostics_keeps_its_four_checks(self):
+        response = await self.client.request("GET", "/prompt_manager/diagnostics")
+        data = await response.json()
+        self.assertEqual(response.status, 200)
+        self.assertEqual(set(data), {"success", "diagnostics"})
+        self.assertEqual(
+            set(data["diagnostics"]),
+            {"database", "dependencies", "comfyui_output", "image_monitor"},
+        )
+        report, _text = await self.report()
+        self.assertEqual(report["checks"]["database"], data["diagnostics"]["database"])
+        self.assertEqual(
+            report["checks"]["dependencies"], data["diagnostics"]["dependencies"]
+        )
+
+    async def test_both_routes_build_their_checks_with_one_helper(self):
+        with mock.patch.object(
+            admin, "legacy_checks", wraps=admin.legacy_checks
+        ) as spy:
+            await self.client.request("GET", "/prompt_manager/diagnostics")
+            await self.report()
+        self.assertEqual(spy.call_count, 2)
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/test_api_library.py

@@ -1,9 +1,12 @@
 """Native library endpoints use bounded cursors and rooted media identities."""
 
 import json
+import os
 import unittest
 from unittest.mock import patch
 
+from utils.hashing import generate_prompt_hash
+
 try:
     from test_api_images import ImageAPITestCase, make_png
 except ImportError:
@@ -978,6 +981,186 @@ class TestLibraryAPI(ImageAPITestCase):
         self.assertNotIn("literal", json.dumps(result))
 
 
+class TestLibraryLoraMedia(ImageAPITestCase):
+    """#355 (G6): media a LoRA import linked outside the output folders shows
+    on the Library page and opens in the inspector while the integration is on."""
+
+    async def setUpAsync(self):
+        await super().setUpAsync()
+        import tempfile
+        from pathlib import Path
+
+        self._lora_tmp = tempfile.TemporaryDirectory(ignore_cleanup_errors=True)
+        self.addCleanup(self._lora_tmp.cleanup)
+        self.lora_dir = Path(self._lora_tmp.name).resolve() / "sidecars"
+        self.lora_dir.mkdir()
+        self.lora_on = True
+        self.api._lora_image_dirs = lambda: [self.lora_dir] if self.lora_on else []
+
+    async def get(self, path="", **params):
+        response = await self.client.get(
+            "/prompt_manager/library" + path, params=params
+        )
+        return response, await response.json()
+
+    def _imported(self):
+        """A LoRA prompt linked like the import links it: the cover first."""
+        still = make_png(self.lora_dir / "abc" / "cover.png")
+        video = self.lora_dir / "abc" / "clip.mp4"
+        video.write_bytes(b"video")
+        self.api.db.replace_category_prompts(
+            "lora-manager",
+            [
+                {
+                    "name": "neon",
+                    "text": "neon street",
+                    "hash": generate_prompt_hash("neon street"),
+                    "tags": ["lora-manager"],
+                    "images": [str(still), str(video)],
+                }
+            ],
+        )
+        positive = self.api.db.search_prompts(category="lora-manager")[0]["id"]
+        ids = {
+            os.path.basename(row["image_path"]): row["id"]
+            for row in self.api.db.get_prompt_images(positive)
+        }
+        return positive, ids
+
+    async def test_list_previews_show_linked_lora_media_cover_first(self):
+        positive, _ids = self._imported()
+        response, result = await self.get()
+        self.assertEqual(response.status, 200, result)
+        item = next(i for i in result["items"] if i["id"] == positive)
+        previews = item["previews"]
+        self.assertEqual([p["filename"] for p in previews], ["cover.png", "clip.mp4"])
+        # The media keeps the rooted identity every workspace view checks; no
+        # preview is made inside LoraManager's folders, so the card loads the
+        # original and a video shows its label.
+        self.assertEqual({p["root_index"] for p in previews}, {1})
+        self.assertTrue(
+            all(
+                p["url"].startswith("/prompt_manager/images/serve/abc/")
+                for p in previews
+            )
+        )
+        self.assertEqual([p["thumbnail_url"] for p in previews], [None, None])
+        self.assertEqual([p["is_video"] for p in previews], [False, True])
+        self.assertEqual([p["linked_only"] for p in previews], [True, True])
+        self.assertNotIn(str(self.lora_dir), json.dumps(result))
+        file = await self.client.get(previews[0]["url"])
+        self.assertEqual(file.status, 200)
+        await file.read()
+        self.assertFalse((self.lora_dir / "thumbnails").exists())
+
+    async def test_detail_and_images_page_list_lora_media(self):
+        positive, _ids = self._imported()
+        make_png(self.output_dir / "out.png")
+        _, detail = await self.get(f"/{positive}")
+        self.assertEqual(
+            [p["filename"] for p in detail["positive"]["previews"]],
+            ["cover.png", "clip.mp4"],
+        )
+        _, page = await self.get(f"/{positive}/images")
+        self.assertEqual(
+            [i["filename"] for i in page["images"]], ["cover.png", "clip.mp4"]
+        )
+        # No favorite star: favorites belong to output listings.
+        self.assertNotIn("favorite", page["images"][0])
+        self.assertTrue(page["images"][0]["linked_only"])
+
+    async def test_inspector_reads_lora_media_by_its_root(self):
+        positive, _ids = self._imported()
+        _, page = await self.get(f"/{positive}/images")
+        image = page["images"][0]
+        response = await self.client.get(
+            "/prompt_manager/images/inspect/" + image["path"],
+            params={
+                "root": str(image["root_index"]),
+                "root_scope": image["root_scope"],
+            },
+        )
+        self.assertEqual(response.status, 200, await response.text())
+
+    async def test_the_inspector_reads_only_linked_files_under_a_lora_root(self):
+        # Security review: a LoRA root exposes only the files the import linked.
+        self._imported()
+        make_png(self.lora_dir / "abc" / "unlinked.png")
+        scope = self.api._gallery_root_scope(self.lora_dir, 1)
+        for name, status in (("unlinked.png", 403), ("cover.png", 200)):
+            with self.subTest(name=name):
+                response = await self.client.get(
+                    "/prompt_manager/images/inspect/abc/" + name,
+                    params={"root": "1", "root_scope": scope},
+                )
+                self.assertEqual(response.status, status, await response.text())
+
+    async def test_only_recorded_lora_media_is_served_by_path(self):
+        self._imported()
+        make_png(self.lora_dir / "abc" / "unlinked.png")
+        served = await self.client.get(
+            "/prompt_manager/images/serve/abc/cover.png", params={"root": "1"}
+        )
+        self.assertEqual(served.status, 200)
+        await served.read()
+        unlinked = await self.client.get(
+            "/prompt_manager/images/serve/abc/unlinked.png", params={"root": "1"}
+        )
+        self.assertEqual(unlinked.status, 403)
+        preview = await self.client.get(
+            "/prompt_manager/images/serve/thumbnails/abc/cover_thumb.webp",
+            params={"root": "1"},
+        )
+        self.assertEqual(preview.status, 403)
+        self.assertFalse((self.lora_dir / "thumbnails").exists())
+        # Without a root, only the output folders are searched.
+        unrooted = await self.client.get("/prompt_manager/images/serve/abc/cover.png")
+        self.assertEqual(unrooted.status, 404)
+
+    async def test_a_download_recorded_through_a_symlinked_cache_is_served(self):
+        from pathlib import Path
+
+        real = self.lora_dir.parent / "real-cache"
+        real.mkdir()
+        link = self.lora_dir.parent / "cache-link"
+        try:
+            os.symlink(real, link, target_is_directory=True)
+        except (OSError, NotImplementedError):
+            self.skipTest("symlinks are not available here")
+        self.api._lora_image_dirs = lambda: [link]
+        image = make_png(real / "neon" / "a1b2.jpg")
+        stored = str(link / "neon" / "a1b2.jpg")
+        positive = self._save_prompt("downloaded")
+        self.api.db.link_image_to_prompt(positive, stored)
+        _, page = await self.get(f"/{positive}/images")
+        self.assertEqual([i["filename"] for i in page["images"]], [image.name])
+        served = await self.client.get(page["images"][0]["url"])
+        self.assertEqual(served.status, 200)
+        await served.read()
+        self.assertTrue(Path(stored).is_file())
+
+    async def test_a_malformed_root_is_refused_not_an_error(self):
+        response = await self.client.get(
+            "/prompt_manager/images/serve/abc/cover.png", params={"root": "\u00b2"}
+        )
+        self.assertEqual(response.status, 403)
+
+    async def test_lora_media_is_hidden_while_the_integration_is_off(self):
+        positive, _ids = self._imported()
+        self.lora_on = False
+        _, result = await self.get()
+        item = next(i for i in result["items"] if i["id"] == positive)
+        self.assertEqual(item["previews"], [])
+        response = await self.client.get(
+            "/prompt_manager/images/inspect/abc/cover.png", params={"root": "1"}
+        )
+        self.assertEqual(response.status, 400)
+        served = await self.client.get(
+            "/prompt_manager/images/serve/abc/cover.png", params={"root": "1"}
+        )
+        self.assertEqual(served.status, 403)
+
+
 class TestNameCursorBudget(unittest.TestCase):
     def test_lru_byte_budget_scope_and_oversize_keys_are_bounded(self):
         from py.api.library import _NameCursorStore

tests/test_api_log_cleanup.py

@@ -0,0 +1,419 @@
+"""Reviewed rotated-log cleanup as a maintenance plan (#329, py/api/log_cleanup.py).
+
+``POST /maintenance/preview {operation: "rotated_logs"}`` lists exactly the
+rotated copies Rule R allows and writes nothing; ``POST /maintenance/apply``
+deletes exactly those as a ``maintenance`` job (admission ``read``), or
+nothing, failing ``plan-changed``, when any of them changed after the review.
+
+Every test runs on a real ``PromptManagerLogger`` whose log folder is a
+temporary folder, never the real one.
+"""
+
+import asyncio
+import json
+import logging
+import ntpath
+import os
+import posixpath
+import re
+import sys
+import threading
+import unittest
+import unittest.mock as mock
+
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from py.api.maintenance_plans import PlanStore  # noqa: E402
+from utils import logging_config  # noqa: E402
+from utils.logging_config import PromptManagerLogger, get_logger_manager  # noqa: E402
+
+try:
+    from tests.open_handles import assert_closed  # noqa: E402
+    from tests.test_api_maintenance import MaintenanceAPITestCase  # noqa: E402
+except ImportError:  # discovered with tests/ as the top-level directory
+    from open_handles import assert_closed  # noqa: E402
+    from test_api_maintenance import MaintenanceAPITestCase  # noqa: E402
+
+WAIT = 10
+PREVIEW = "/prompt_manager/maintenance/preview"
+APPLY = "/prompt_manager/maintenance/apply"
+CHANGED = "The log files changed since the review; nothing was deleted. Review again."
+MEDIA = "Deletes only the listed log files. No image, video or library record changes."
+_WINDOWS_ABSOLUTE = re.compile(r"^[A-Za-z]:[\\/]")
+
+
+def _strings(value):
+    if isinstance(value, str):
+        yield value
+    elif isinstance(value, dict):
+        for item in value.values():
+            yield from _strings(item)
+    elif isinstance(value, (list, tuple)):
+        for item in value:
+            yield from _strings(item)
+
+
+class LogCleanupTestCase(MaintenanceAPITestCase):
+    async def get_application(self):
+        app = await super().get_application()
+        package = os.path.join(self.tmpdir, "pkg")
+        os.makedirs(os.path.join(package, "utils"))
+        fake_file = os.path.join(package, "utils", "logging_config.py")
+        with mock.patch.object(logging_config, "__file__", fake_file):
+            self.manager = object.__new__(PromptManagerLogger)  # bypass singleton
+            self.manager.__init__()
+        self.addCleanup(self._restore_global_logging)
+        self.manager.update_config({"console_logging": False})
+        self._only_this_thread()
+        self.log_dir = str(self.manager.log_dir)
+        self.app_logger = logging.getLogger("prompt_manager.log_cleanup_test")
+        self.app_logger.info("active log line")
+        self.api._get_logger_manager = lambda: self.manager
+        self.outside = os.path.join(self.tmpdir, "link-targets")
+        os.makedirs(self.outside)
+        return app
+
+    def _only_this_thread(self):
+        """Only this test's records reach the temporary log (not other threads')."""
+        this_thread = threading.get_ident()
+        for handler in self.manager.logger.handlers:
+            handler.filters.clear()
+            handler.addFilter(lambda record: record.thread == this_thread)
+
+    def _restore_global_logging(self):
+        for handler in logging.getLogger("prompt_manager").handlers[:]:
+            handler.close()
+        assert_closed(self, self.log_dir)
+        get_logger_manager()._setup_loggers()
+
+    def path(self, name):
+        return os.path.join(self.log_dir, name)
+
+    def write(self, name, data=b"rotated\n"):
+        with open(self.path(name), "wb") as handle:
+            handle.write(data)
+
+    def symlink(self, name):
+        target = os.path.join(self.outside, "secret.txt")
+        with open(target, "wb") as handle:
+            handle.write(b"secret " * 100)
+        try:
+            os.symlink(target, self.path(name))
+        except (OSError, NotImplementedError):  # pragma: no cover - no privilege
+            return False
+        return True
+
+    def names(self):
+        return sorted(os.listdir(self.log_dir))
+
+    def snapshot(self):
+        """Every entry but the active log, with its bytes (None for a folder)."""
+        state = {}
+        for name in self.names():
+            if name == "prompt_manager.log":
+                continue
+            path = self.path(name)
+            if os.path.islink(path):
+                state[name] = ("link", os.readlink(path))
+            elif os.path.isdir(path):
+                state[name] = None
+            else:
+                with open(path, "rb") as handle:
+                    state[name] = handle.read()
+        return state
+
+    def seed(self):
+        """CUJ 5's folder: three rotated copies, a .bak, a folder and a link."""
+        self.write("prompt_manager.log.1", b"a" * 1000)
+        self.write("prompt_manager.log.2", b"b" * 2000)
+        self.write("prompt_manager.log.3", b"c" * 3000)
+        self.write("prompt_manager.log.bak", b"mine")
+        os.makedirs(self.path("prompt_manager.log.9"))
+        return self.symlink("prompt_manager.log.4")
+
+    async def preview(self, status=200, **body):
+        return await self.post(
+            PREVIEW, {"operation": "rotated_logs", "options": {}, **body}, status
+        )
+
+    async def apply(self, token, status=202):
+        return await self.post(APPLY, {"token": token}, status)
+
+    async def run_apply(self, plan):
+        body = await self.apply(plan["token"])
+        job = self.api._jobs.get(body["job"]["id"])
+        await asyncio.wait_for(asyncio.shield(job.task), WAIT)
+        return body["job"], job
+
+
+class TestPreview(LogCleanupTestCase):
+    async def test_preview_lists_only_rotated_copies(self):
+        linked = self.seed()
+        plan = await self.preview()
+        self.assertEqual(
+            set(plan),
+            {
+                "success",
+                "token",
+                "operation",
+                "expires_at",
+                "scope",
+                "protected",
+                "backup",
+                "media",
+                "details",
+            },
+        )
+        self.assertEqual(plan["operation"], "rotated_logs")
+        self.assertEqual(
+            plan["scope"], {"count": 3, "label": "3 rotated log copies · 5.9 KB"}
+        )
+        self.assertEqual(
+            [row["label"] for row in plan["details"]],
+            ["prompt_manager.log.1", "prompt_manager.log.2", "prompt_manager.log.3"],
+        )
+        self.assertRegex(
+            plan["details"][2]["detail"], r"^2\.9 KB · \d{4}-\d\d-\d\d \d\d:\d\d$"
+        )
+        reasons = ["Kept: the active log"]
+        if linked:
+            reasons.append("Kept: 1 link")
+        reasons.append("Kept: 2 other files")
+        self.assertEqual(
+            plan["protected"], {"count": len(reasons) + 1, "reasons": reasons}
+        )
+        self.assertEqual(
+            plan["backup"],
+            {"policy": "none", "destination_label": None, "expected_bytes": None},
+        )
+        self.assertEqual(plan["media"], {"deletes_files": True, "label": MEDIA})
+        self.assertTrue(plan["expires_at"].endswith("+00:00"))
+        self.assertNotIn("mtime_ns", json.dumps(plan))
+
+    async def test_preview_writes_nothing(self):
+        self.seed()
+        before = self.snapshot()
+        await self.preview()
+        self.assertEqual(self.snapshot(), before)
+
+    async def test_preview_has_no_paths(self):
+        self.seed()
+        plan = await self.preview()
+        for text in _strings(plan):
+            self.assertFalse(posixpath.isabs(text), text)
+            self.assertFalse(ntpath.isabs(text), text)
+            self.assertIsNone(_WINDOWS_ABSOLUTE.match(text), text)
+
+    async def test_preview_rejects_non_empty_options(self):
+        for options in ({"all": True}, [], "x"):
+            with self.subTest(options=options):
+                reply = await self.preview(status=400, options=options)
+                self.assertEqual(reply["code"], "invalid-request")
+
+    async def test_preview_too_large_is_413(self):
+        self.seed()
+        self.api._maintenance_plans = PlanStore(max_bytes=10)
+        reply = await self.preview(status=413)
+        self.assertEqual(
+            reply,
+            {
+                "success": False,
+                "code": "too-large",
+                "error": "Too many log files to review at once.",
+            },
+        )
+
+    async def test_empty_folder_plan_has_scope_zero(self):
+        plan = await self.preview()
+        self.assertEqual(plan["scope"], {"count": 0, "label": "No rotated log copies"})
+        self.assertEqual(plan["details"], [])
+        self.assertEqual(
+            plan["protected"], {"count": 1, "reasons": ["Kept: the active log"]}
+        )
+
+    async def test_preview_refused_while_an_exclusive_job_runs(self):
+        async with self.api._jobs.hold(
+            "restore", "Database restore", admission="exclusive"
+        ):
+            reply = await self.preview(status=409)
+        self.assertEqual(reply["code"], "busy")
+
+
+class TestApply(LogCleanupTestCase):
+    async def test_apply_deletes_exactly_the_reviewed_files(self):
+        linked = self.seed()
+        plan = await self.preview()
+        summary, job = await self.run_apply(plan)
+        self.assertEqual(summary["kind"], "maintenance")
+        self.assertEqual(summary["title"], "Rotated log copies")
+        self.assertEqual(summary["admission"], "read")
+        self.assertFalse(summary["cancellable"])
+        self.assertEqual(summary["scope"], {"operation": "rotated_logs"})
+        self.assertEqual(job.state, "finished", job.log)
+        self.assertEqual(
+            job.counters,
+            {"changed": 3, "protected": plan["protected"]["count"], "errors": 0},
+        )
+        expected = [
+            "prompt_manager.log",
+            "prompt_manager.log.9",
+            "prompt_manager.log.bak",
+        ]
+        if linked:
+            expected.append("prompt_manager.log.4")
+        self.assertEqual(self.names(), sorted(expected))
+        self.assertEqual(job.status_line, "Deleted 3 rotated log copies")
+        report = json.dumps(job.report())
+        self.assertNotIn(self.tmpdir, report)
+
+    async def test_apply_rows_name_each_file(self):
+        self.seed()
+        plan = await self.preview()
+        _summary, job = await self.run_apply(plan)
+        self.assertEqual(
+            job.outcomes["changed"],
+            [
+                {
+                    "path": "prompt_manager.log.1",
+                    "root": "",
+                    "root_index": None,
+                    "detail": "Deleted · 1000 bytes",
+                },
+                {
+                    "path": "prompt_manager.log.2",
+                    "root": "",
+                    "root_index": None,
+                    "detail": "Deleted · 2.0 KB",
+                },
+                {
+                    "path": "prompt_manager.log.3",
+                    "root": "",
+                    "root_index": None,
+                    "detail": "Deleted · 2.9 KB",
+                },
+            ],
+        )
+        log = "\n".join(job.log)
+        for n in (1, 2, 3):
+            self.assertIn(f"prompt_manager.log.{n}", log)
+
+    async def test_apply_after_rollover_fails_plan_changed_and_deletes_nothing(self):
+        self.seed()
+        plan = await self.preview()
+        handler = next(
+            h
+            for h in self.manager.logger.handlers
+            if isinstance(h, logging.FileHandler)
+        )
+        handler.acquire()
+        try:
+            handler.doRollover()  # every listed name now holds another file
+        finally:
+            handler.release()
+        before = self.snapshot()
+        _summary, job = await self.run_apply(plan)
+        self.assertEqual(job.state, "failed")
+        self.assertEqual(job.scope["failure"], "plan-changed")
+        self.assertEqual(job.status_line, CHANGED)
+        self.assertEqual(job.counters["changed"], 0)
+        self.assertEqual(self.snapshot(), before)
+
+    async def test_apply_reports_a_file_in_use(self):
+        self.seed()
+        plan = await self.preview()
+        real_unlink = os.unlink
+        held = self.path("prompt_manager.log.2")
+
+        def unlink(path, *args, **kwargs):
+            if os.fspath(path) == held:
+                error = PermissionError(
+                    13,
+                    "The process cannot access the file because it is being "
+                    "used by another process",
+                    held,
+                )
+                error.winerror = 32
+                raise error
+            return real_unlink(path, *args, **kwargs)
+
+        with mock.patch.object(logging_config.os, "unlink", unlink):
+            _summary, job = await self.run_apply(plan)
+        self.assertEqual(job.counters["changed"], 2)
+        self.assertEqual(job.counters["errors"], 1)
+        [row] = job.outcomes["errors"]
+        self.assertEqual(row["path"], "prompt_manager.log.2")
+        self.assertIn("being used by another process", row["detail"])
+        self.assertNotIn(self.tmpdir, json.dumps(job.report()))
+        self.assertIn("prompt_manager.log.2", self.names())
+        self.assertEqual(
+            job.status_line, "Deleted 2 rotated log copies, 1 could not be deleted"
+        )
+
+    async def test_token_is_single_use(self):
+        self.seed()
+        plan = await self.preview()
+        summary, _job = await self.run_apply(plan)
+        again = await self.apply(plan["token"], 409)
+        self.assertEqual(again["code"], "plan-used")
+        self.assertEqual(
+            again["job"], {"id": summary["id"], "title": "Rotated log copies"}
+        )
+
+    async def test_apply_runs_beside_a_scan(self):
+        self.seed()
+        plan = await self.preview()
+        async with self.api._jobs.hold("scan", "Metadata scan", admission="records"):
+            _summary, job = await self.run_apply(plan)
+        self.assertEqual(job.state, "finished", job.log)
+        self.assertNotIn("prompt_manager.log.1", self.names())
+
+    async def test_apply_refused_while_restore_runs(self):
+        self.seed()
+        plan = await self.preview()
+        async with self.api._jobs.hold(
+            "restore", "Database restore", admission="exclusive"
+        ) as restore:
+            busy = await self.apply(plan["token"], 409)
+        self.assertEqual(busy["code"], "busy")
+        self.assertEqual(
+            busy["running"], {"id": restore.id, "title": "Database restore"}
+        )
+        self.assertIn("prompt_manager.log.1", self.names())
+        # The refused apply kept the token.
+        _summary, job = await self.run_apply(plan)
+        self.assertEqual(job.state, "finished", job.log)
+
+    async def test_apply_refused_beside_another_maintenance_job(self):
+        self.seed()
+        plan = await self.preview()
+        async with self.api._jobs.hold(
+            "maintenance", "Optimize database", admission="records"
+        ):
+            busy = await self.apply(plan["token"], 409)
+        self.assertEqual(busy["code"], "busy")
+
+    async def test_active_log_survives_and_keeps_growing(self):
+        self.seed()
+        plan = await self.preview()
+        await self.run_apply(plan)
+        self.app_logger.info("written after the cleanup")
+        with open(self.path("prompt_manager.log"), "rb") as handle:
+            content = handle.read()
+        self.assertIn(b"active log line", content)
+        self.assertIn(b"written after the cleanup", content)
+
+    async def test_an_unexpected_failure_fails_the_job_without_details(self):
+        self.seed()
+        plan = await self.preview()
+        with mock.patch.object(
+            self.manager, "delete_rotated", side_effect=RuntimeError(self.tmpdir)
+        ):
+            with self.assertLogs("prompt_manager", "ERROR"):
+                _summary, job = await self.run_apply(plan)
+        self.assertEqual(job.state, "failed")
+        self.assertNotIn(self.tmpdir, json.dumps(job.report()))
+        self.assertEqual(job.status_line, "The log cleanup failed.")
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/test_api_logging.py

@@ -5,9 +5,10 @@ import os
 import shutil
 import sys
 import tempfile
+import threading
 import unittest
 from pathlib import Path
-from unittest.mock import MagicMock
+from unittest.mock import MagicMock, patch
 
 _mock_server = MagicMock()
 _mock_server.PromptServer.instance.routes = MagicMock()
@@ -20,7 +21,9 @@ from aiohttp.test_utils import AioHTTPTestCase  # noqa: E402
 
 from database.operations import PromptDatabase  # noqa: E402
 from py.api import PromptManagerAPI  # noqa: E402
+from py.api import logging_routes  # noqa: E402
 from py.api.logging_routes import LOG_CONFIG_KEYS  # noqa: E402
+from utils import logging_config  # noqa: E402
 
 
 class FakeLoggerManager:
@@ -38,11 +41,16 @@ class FakeLoggerManager:
         }
         self.update_calls = []
         self.logs = []
+        self.threads = {}
 
     def update_config(self, new_config):
+        self.threads["update_config"] = threading.current_thread()
         self.update_calls.append(dict(new_config))
         self.config.update(new_config)
 
+    def log_file_entry(self, name):
+        return logging_config.log_file_entry(self.log_dir, name)
+
     def get_config(self):
         return dict(self.config)
 
@@ -54,23 +62,36 @@ class FakeLoggerManager:
 
     def get_log_files(self):
         files = []
-        for path in sorted(self.log_dir.glob("*.log*")):
+        for row in sorted(
+            logging_config.scan_log_folder(self.log_dir), key=lambda r: r["name"]
+        ):
+            if row["_dir"]:
+                continue
             files.append(
                 {
-                    "filename": path.name,
-                    "path": str(path),
-                    "size": path.stat().st_size,
+                    "filename": row["name"],
+                    "path": str(self.log_dir / row["name"]),
+                    "size": row["size"],
                     "modified": "2026-10-07T00:00:00",
-                    "is_main": path.name == "prompt_manager.log",
+                    "is_main": row["kind"] == "active",
+                    "kind": row["kind"],
                 }
             )
         return files
 
     def truncate_logs(self):
+        """Rule R: empty the active log, delete rotated copies, keep the rest."""
+        self.threads["truncate_logs"] = threading.current_thread()
         truncated = []
-        for path in self.log_dir.glob("prompt_manager.log*"):
-            path.write_text("")
-            truncated.append(path.name)
+        for row in logging_config.scan_log_folder(self.log_dir):
+            path = self.log_dir / row["name"]
+            if row["kind"] == "active":
+                path.write_text("")
+            elif row["kind"] == "rotated":
+                path.unlink()
+            else:
+                continue
+            truncated.append(row["name"])
         return {"truncated": truncated, "errors": []}
 
     def get_log_stats(self):
@@ -378,12 +399,129 @@ class TestLogFilesAndDownload(LoggingAPITestCase):
         self.assertEqual(resp.status, 400)
 
     async def test_download_read_failure_is_500(self):
-        (self.log_dir / "dir.log").mkdir()
-        resp = await self.client.request("GET", "/prompt_manager/logs/download/dir.log")
+        # Rewritten (#329): a directory is now a 404; inject a read error.
+        (self.log_dir / "prompt_manager.log").write_bytes(b"x")
+        secret = os.path.join(self.tmpdir, "logs", "prompt_manager.log")
+
+        def fail(path):
+            raise PermissionError(13, "Permission denied", secret)
+
+        with patch.object(logging_routes, "_read_log_bytes", fail):
+            resp = await self.client.request(
+                "GET", "/prompt_manager/logs/download/prompt_manager.log"
+            )
         body = await resp.text()
         self.assertEqual(resp.status, 500)
         self.assertNotIn(self.tmpdir, body)
 
+    async def test_directory_download_is_404(self):
+        (self.log_dir / "dir.log").mkdir()
+        resp = await self.client.request("GET", "/prompt_manager/logs/download/dir.log")
+        self.assertEqual(resp.status, 404)
+
+    async def test_download_refuses_a_symlink(self):
+        secret = Path(self.tmpdir) / "secret.txt"
+        secret.write_text("the key")
+        try:
+            os.symlink(secret, self.log_dir / "prompt_manager.log.3")
+        except (OSError, NotImplementedError):  # pragma: no cover
+            self.skipTest("this account cannot create symlinks")
+        resp = await self.client.request(
+            "GET", "/prompt_manager/logs/download/prompt_manager.log.3"
+        )
+        body = await resp.text()
+        self.assertEqual(resp.status, 404)
+        self.assertNotIn("the key", body)
+
+    async def test_download_refuses_a_hard_link(self):
+        secret = Path(self.tmpdir) / "secret.txt"
+        secret.write_text("the key")
+        try:
+            os.link(secret, self.log_dir / "prompt_manager.log.3")
+        except (OSError, NotImplementedError):  # pragma: no cover
+            self.skipTest("this filesystem cannot create hard links")
+        resp = await self.client.request(
+            "GET", "/prompt_manager/logs/download/prompt_manager.log.3"
+        )
+        self.assertEqual(resp.status, 404)
+        self.assertNotIn("the key", await resp.text())
+
+    async def test_download_refuses_a_file_swapped_after_it_was_listed(self):
+        (self.log_dir / "prompt_manager.log.2").write_text("listed")
+        other = Path(self.tmpdir) / "other.txt"
+        other.write_text("swapped in")
+        real_entry = self.manager.log_file_entry
+
+        def entry_then_swap(name):
+            path = real_entry(name)
+            os.replace(other, path)  # another file now has the listed name
+            return path
+
+        self.manager.log_file_entry = entry_then_swap
+        resp = await self.client.request(
+            "GET", "/prompt_manager/logs/download/prompt_manager.log.2"
+        )
+        self.assertEqual(resp.status, 404)
+        self.assertNotIn("swapped in", await resp.text())
+
+    @unittest.skipUnless(hasattr(os, "mkfifo"), "FIFOs are POSIX only")
+    async def test_download_refuses_a_fifo_without_blocking(self):
+        os.mkfifo(self.log_dir / "pipe.log")
+        resp = await self.client.request(
+            "GET", "/prompt_manager/logs/download/pipe.log"
+        )
+        self.assertEqual(resp.status, 404)
+
+    async def test_download_reads_off_the_loop(self):
+        (self.log_dir / "prompt_manager.log").write_bytes(b"line\n")
+        seen = []
+        real = logging_routes._read_log_bytes
+
+        def read(path):
+            seen.append(threading.current_thread())
+            return real(path)
+
+        with patch.object(logging_routes, "_read_log_bytes", read):
+            resp = await self.client.request(
+                "GET", "/prompt_manager/logs/download/prompt_manager.log"
+            )
+        self.assertEqual(resp.status, 200)
+        self.assertEqual(len(seen), 1)
+        self.assertIsNot(seen[0], threading.current_thread())
+
+    async def test_download_keeps_its_response_shape(self):
+        (self.log_dir / "prompt_manager.log.2").write_bytes(b"a\nb\n")
+        resp = await self.client.request(
+            "GET", "/prompt_manager/logs/download/prompt_manager.log.2"
+        )
+        self.assertEqual(resp.status, 200)
+        self.assertEqual(resp.content_type, "text/plain")
+        self.assertEqual(
+            resp.headers["Content-Disposition"],
+            'attachment; filename="prompt_manager.log.2"',
+        )
+        self.assertEqual(resp.headers["Content-Length"], "4")
+        self.assertEqual(await resp.read(), b"a\nb\n")
+
+    async def test_log_files_rows_carry_their_kind(self):
+        for name in (
+            "prompt_manager.log",
+            "prompt_manager.log.1",
+            "prompt_manager.log.bak",
+        ):
+            (self.log_dir / name).write_text("x")
+        resp = await self.client.request("GET", "/prompt_manager/logs/files")
+        data = await resp.json()
+        kinds = {row["filename"]: row["kind"] for row in data["files"]}
+        self.assertEqual(
+            kinds,
+            {
+                "prompt_manager.log": "active",
+                "prompt_manager.log.1": "rotated",
+                "prompt_manager.log.bak": "other",
+            },
+        )
+
 
 class TestTruncateConfigAndStats(LoggingAPITestCase):
 
@@ -395,6 +533,40 @@ class TestTruncateConfigAndStats(LoggingAPITestCase):
         self.assertEqual(data["results"]["truncated"], ["prompt_manager.log"])
         self.assertEqual((self.log_dir / "prompt_manager.log").read_text(), "")
 
+    async def test_truncate_keeps_other_files(self):
+        for name in (
+            "prompt_manager.log",
+            "prompt_manager.log.1",
+            "prompt_manager.log.bak",
+        ):
+            (self.log_dir / name).write_text("data")
+        resp = await self.client.request("POST", "/prompt_manager/logs/truncate")
+        data = await resp.json()
+        self.assertEqual(resp.status, 200)
+        self.assertEqual(set(data), {"success", "message", "results"})
+        self.assertEqual(
+            sorted(data["results"]["truncated"]),
+            ["prompt_manager.log", "prompt_manager.log.1"],
+        )
+        self.assertEqual(
+            sorted(p.name for p in self.log_dir.iterdir()),
+            ["prompt_manager.log", "prompt_manager.log.bak"],
+        )
+
+    async def test_truncate_runs_off_the_loop(self):
+        resp = await self.client.request("POST", "/prompt_manager/logs/truncate")
+        self.assertEqual(resp.status, 200)
+        self.assertIsNot(
+            self.manager.threads["truncate_logs"], threading.current_thread()
+        )
+
+    async def test_update_config_runs_off_the_loop(self):
+        resp = await self._post_config({"level": "DEBUG"})
+        self.assertEqual(resp.status, 200)
+        self.assertIsNot(
+            self.manager.threads["update_config"], threading.current_thread()
+        )
+
     async def test_truncate_failure_is_500(self):
         def boom():
             raise RuntimeError("locked")

tests/test_api_lora.py

@@ -70,8 +70,16 @@ class LoraAPITestCase(AioHTTPTestCase):
         # Never the repository's config.json (live user data): every save in
         # these tests goes to a file in this test's temp directory.
         self.config_file = self.tmp_root / "config.json"
+        # Never the developer's LoraManager settings either (#355): an empty
+        # settings folder of this test's own.
+        self.lm_settings = self.tmp_root / "lora-manager-settings"
+        self.lm_settings.mkdir()
         self._env_patch = patch.dict(
-            os.environ, {"PROMPT_MANAGER_CONFIG_PATH": str(self.config_file)}
+            os.environ,
+            {
+                "PROMPT_MANAGER_CONFIG_PATH": str(self.config_file),
+                "LORA_MANAGER_SETTINGS_DIR": str(self.lm_settings),
+            },
         )
         self._env_patch.start()
 
@@ -194,6 +202,8 @@ def _make_lora_manager(where):
 
 
 def _write_metadata(directory, stem, words=None, images=None, prompt=None):
+    """A LoraManager sidecar beside its model, as LoraManager names them:
+    ``<stem>.metadata.json`` next to ``<stem>.safetensors`` (#355)."""
     meta = {"file_name": f"{stem}.safetensors", "model_name": stem, "civitai": {}}
     if words is not None:
         meta["civitai"]["trainedWords"] = words
@@ -201,7 +211,8 @@ def _write_metadata(directory, stem, words=None, images=None, prompt=None):
         meta["civitai"]["images"] = [
             {"url": url, "meta": {"prompt": prompt} if prompt else {}} for url in images
         ]
-    path = directory / f"{stem}.safetensors.metadata.json"
+    (directory / f"{stem}.safetensors").write_bytes(b"model")
+    path = directory / f"{stem}.metadata.json"
     path.write_text(json.dumps(meta))
     return path
 
@@ -300,9 +311,7 @@ class TestLoraEnableRoute(LoraAPITestCase):
         _write_metadata(loras, "neon", words=["glow"])
         self.detect_mock.return_value = str(lm)
 
-        with patch.object(
-            lora_utils, "find_lora_directories", return_value=[str(loras)]
-        ):
+        with patch.object(lora_utils, "default_lora_roots", return_value=[str(loras)]):
             resp = await self._post_json(
                 "/prompt_manager/lora/enable",
                 {
@@ -848,9 +857,7 @@ class TestLoraScanRoute(LoraAPITestCase):
 
         cache_dir = self.tmp_root / "img_cache"
         with (
-            patch.object(
-                lora_utils, "find_lora_directories", return_value=[str(loras)]
-            ),
+            patch.object(lora_utils, "default_lora_roots", return_value=[str(loras)]),
             patch.object(
                 lora_utils, "get_lora_image_cache_dir", return_value=cache_dir
             ),
@@ -869,6 +876,18 @@ class TestLoraScanRoute(LoraAPITestCase):
         resp = await self.client.request("POST", "/prompt_manager/lora/scan")
         self.assertEqual(resp.status, 400)
 
+    async def test_a_finished_scan_clears_the_layout_cache(self):
+        # #362: the legacy scan replaces through the same method.
+        self._enable()
+        loras = self.tmp_root / "loras"
+        loras.mkdir()
+        _write_metadata(loras, "plain")
+        (loras / "plain.png").write_bytes(_png_bytes())
+        with patch("py.lora_utils.clear_layout_cache") as clear:
+            resp, events, _calls = await self._scan(loras)
+        self.assertEqual(events[-1]["type"], "complete", events)
+        clear.assert_called_once_with()
+
     async def test_scan_imports_loras_with_images_and_links_existing(self):
         self._enable()
         loras = self.tmp_root / "loras"
@@ -880,9 +899,10 @@ class TestLoraScanRoute(LoraAPITestCase):
             images=["https://civitai.com/a.png", "https://evil.example/b.png"],
             prompt="neon street",
         )
-        (loras / "neon.png").write_bytes(_png_bytes())
+        # No local image: its CivitAI images are downloaded (#355).
         _write_metadata(loras, "plain")
         (loras / "broken.metadata.json").write_text("{{{")
+        (loras / "broken.safetensors").write_bytes(b"model")
         existing_id = self.api.db.save_prompt(
             text="plain",
             category=None,
@@ -910,8 +930,56 @@ class TestLoraScanRoute(LoraAPITestCase):
         self.assertEqual(imported[0]["text"], "neon street")
         self.assertIn("lora:neon", imported[0]["tags"])
         self.assertIn("glow", imported[0]["tags"])
-        self.assertEqual(len(self.api.db.get_prompt_images(imported[0]["id"])), 2)
+        self.assertEqual(len(self.api.db.get_prompt_images(imported[0]["id"])), 1)
         self.assertEqual(len(self.api.db.get_prompt_images(existing_id)), 0)
+        # The unreadable sidecar is reported by its file name.
+        statuses = [e.get("status") for e in events if e.get("processed")]
+        self.assertIn("broken.metadata.json", statuses)
+
+    async def test_scan_links_local_media_without_downloading(self):
+        self._enable()
+        loras = self.tmp_root / "loras"
+        loras.mkdir()
+        _write_metadata(
+            loras, "neon", images=["https://civitai.com/a.png"], prompt="neon street"
+        )
+        (loras / "neon.preview.webp").write_bytes(b"x")
+
+        resp, events, opener_calls = await self._scan(loras)
+
+        self.assertEqual(events[-1]["imported"], 1)
+        self.assertEqual(opener_calls, [])
+        imported = self.api.db.search_prompts(category="lora-manager")
+        images = self.api.db.get_prompt_images(imported[0]["id"])
+        self.assertEqual(
+            [os.path.basename(i["image_path"]) for i in images], ["neon.preview.webp"]
+        )
+
+    async def test_scan_reports_unusable_settings_without_replacing(self):
+        self._enable()
+        loras = self.tmp_root / "loras"
+        loras.mkdir()
+        _write_metadata(loras, "neon")
+        (self.lm_settings / "settings.json").write_text("{not json")
+        old_id = self.api.db.save_prompt(
+            text="kept",
+            category="lora-manager",
+            tags=[],
+            rating=None,
+            prompt_hash=generate_prompt_hash("kept"),
+        )
+
+        resp, events, _ = await self._scan(loras)
+
+        self.assertEqual(resp.status, 200)
+        self.assertEqual(events[-1]["type"], "error")
+        self.assertEqual(
+            events[-1]["message"],
+            "LoraManager settings: not usable: the settings file is not valid "
+            "JSON. Nothing was changed.",
+        )
+        kept = self.api.db.search_prompts(category="lora-manager")
+        self.assertEqual([p["id"] for p in kept], [old_id])
 
     async def test_save_failure_is_counted_as_skipped(self):
         self._enable()
@@ -949,9 +1017,7 @@ class TestLoraTriggerWordRoutes(LoraAPITestCase):
         loras.mkdir()
         _write_metadata(loras, "neon", words=["glow", "bright"])
 
-        with patch.object(
-            lora_utils, "find_lora_directories", return_value=[str(loras)]
-        ):
+        with patch.object(lora_utils, "default_lora_roots", return_value=[str(loras)]):
             resp = await self.client.request(
                 "GET", "/prompt_manager/lora/trigger-words?name=NEON"
             )
@@ -985,17 +1051,16 @@ class TestLoraTriggerWordRoutes(LoraAPITestCase):
         loras.mkdir()
         _write_metadata(loras, "neon", words=["glow"])
 
-        with patch.object(
-            lora_utils, "find_lora_directories", return_value=[str(loras)]
-        ):
+        with patch.object(lora_utils, "default_lora_roots", return_value=[str(loras)]):
             resp = await self.client.request(
                 "POST", "/prompt_manager/lora/refresh-cache"
             )
 
         data = await resp.json()
         self.assertTrue(data["success"])
-        # keyed by both the file_name stem and the metadata-file stem
-        self.assertEqual(data["loras_with_trigger_words"], 2)
+        # Keyed by the model name and the sidecar name, which are the same
+        # for LoraManager's alongside layout.
+        self.assertEqual(data["loras_with_trigger_words"], 1)
 
     async def test_refresh_error_is_500(self):
         IntegrationConfig.LORA_MANAGER_ENABLED = True

tests/test_api_prompt_inspector.py

@@ -190,7 +190,8 @@ class TestPromptInspector(ImageAPITestCase):
                     "inputs": {"positive": ["5", 0], "negative": ["2", 0]},
                 }
             else:
-                source["1"]["class_type"] = "UnknownEncoder"
+                # No text and no links: nothing passes through it (#381).
+                source["1"] = {"class_type": "UnknownEncoder", "inputs": {"seed": 1}}
             png(
                 path,
                 prompt=source,
@@ -215,7 +216,7 @@ class TestPromptInspector(ImageAPITestCase):
             result["prompts"]["negative"], self.side("", "embedded-parameters")
         )
         source = graph()
-        source["2"]["class_type"] = "UnknownEncoder"
+        source["2"] = {"class_type": "UnknownEncoder", "inputs": {"seed": 1}}
         png(path, prompt=source)
         _, result = await self.inspect()
         self.assertEqual(result["prompts"]["positive"], self.side("portrait"))

tests/test_api_workspace_images.py

@@ -171,6 +171,45 @@ class TestWorkspaceImages(ImageAPITestCase):
         self.assertIsNone(second["next_cursor"])
         self.assertEqual(second["total"], 4)
 
+    async def test_an_unchanged_refresh_keeps_the_listing_and_derived_caches(self):
+        from py.api import gallery_listing
+
+        self.media("a.png", 300)
+        self.media("b.png", 200)
+        _, first = await self.get()
+        response = await self.client.put(
+            "/prompt_manager/images/favorite",
+            json={"root_index": 0, "path": "a.png"},
+        )
+        self.assertEqual(response.status, 200)
+        record = self.api._root_listings[str(self.output_dir)]
+        files = record.files
+        key = ((0, str(self.output_dir)),)
+        newest = self.api._workspace_order_cache[key][1]["newest"]
+        favorites = self.api._favorite_listing_cache[str(self.output_dir)]
+        record.walked_at -= gallery_listing.REFRESH_AFTER + 1
+        record.last_started_at -= gallery_listing.REFRESH_AFTER + 1
+        with patch.object(
+            self.api,
+            "_scan_gallery_files_sync",
+            wraps=self.api._scan_gallery_files_sync,
+        ) as scan:
+            with patch.object(gallery_listing, "REFRESH_DELAY", 0):
+                await self.get()  # served at once; one refresh walk follows
+            while record.rewalk_handle is not None:
+                await asyncio.sleep(0.01)
+            while self.api._listing_tasks:
+                await asyncio.gather(*list(self.api._listing_tasks))
+                # A finished walk leaves the set in a done callback, which needs
+                # a loop turn; gather over finished tasks does not yield one.
+                await asyncio.sleep(0)
+            _, again = await self.get()
+        self.assertEqual(scan.call_count, 1)
+        self.assertIs(record.files, files)
+        self.assertIs(self.api._workspace_order_cache[key][1]["newest"], newest)
+        self.assertIs(self.api._favorite_listing_cache[str(self.output_dir)], favorites)
+        self.assertEqual(again["total"], first["total"])
+
     async def test_filters_apply_before_limit_and_sorts_are_complete(self):
         self.media("folder/Zebra.png", 200)
         self.media("folder/apple.png", 300)

tests/test_autotag_engine.py

@@ -19,8 +19,15 @@ sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
 from PIL import Image
 
-from py import autotag
-from py.autotag import MODELS, AutoTagService
+# py.autotag reads its saved defaults from py.config, which imports ComfyUI's
+# ``server`` at load: stand in for it when this module runs alone.
+_mock_server = MagicMock()
+_mock_server.PromptServer.instance.routes = MagicMock()
+sys.modules.setdefault("server", _mock_server)
+
+from py import autotag  # noqa: E402
+from py.autotag import MODELS, AutoTagService  # noqa: E402
+from py.config import AutotagConfig  # noqa: E402
 
 
 @contextlib.contextmanager
@@ -254,12 +261,19 @@ class TestWd14Thresholding(EngineTestCase):
         self.assertEqual(list(feeds.keys()), ["input"])
         self.assertEqual(tuple(feeds["input"].shape), (1, 8, 8, 3))
 
-    def test_service_threshold_setters_clamp(self):
-        service = self._loaded([0.0] * 6)
-        service.wd14_general_threshold = 1.7
-        service.wd14_character_threshold = -2
-        self.assertEqual(service.wd14_general_threshold, 1.0)
-        self.assertEqual(service.wd14_character_threshold, 0.0)
+    def test_service_thresholds_are_the_saved_defaults(self):
+        # #328: one configuration; the service has no thresholds of its own.
+        service = self._loaded([0.9, 0.3, 0.8, 0.99, 0.99, 0.5])
+        with (
+            patch.object(AutotagConfig, "GENERAL_THRESHOLD", 0.25),
+            patch.object(AutotagConfig, "CHARACTER_THRESHOLD", 0.75),
+        ):
+            self.assertEqual(
+                (service.wd14_general_threshold, service.wd14_character_threshold),
+                (0.25, 0.75),
+            )
+            tags = service.generate_tags(str(self.image_path))
+        self.assertEqual(tags, ["1girl", "hatsune_miku", "long_hair", "smile"])
 
 
 class TestGgufNormalisation(EngineTestCase):
@@ -369,10 +383,13 @@ class TestTagSuggestions(EngineTestCase):
 
     def test_thresholds_default_to_the_service_values(self):
         service = self._wd14()
-        service.wd14_general_threshold = 0.95
-        service.wd14_character_threshold = 0.95
-
-        suggestions = service.generate_tag_suggestions(str(self.image_path), limit=10)
+        with (
+            patch.object(AutotagConfig, "GENERAL_THRESHOLD", 0.95),
+            patch.object(AutotagConfig, "CHARACTER_THRESHOLD", 0.95),
+        ):
+            suggestions = service.generate_tag_suggestions(
+                str(self.image_path), limit=10
+            )
 
         self.assertEqual(suggestions, [("sandstone", 0.98), ("desert", 0.96)])
 

tests/test_browser_server_lifetime.py

@@ -79,5 +79,21 @@ class TestBrowserServerLifetime(unittest.TestCase):
             process.wait(timeout=1)
 
 
+class TestBrowserServerLoraIsolation(unittest.TestCase):
+    """#355: page tests never read the developer's LoraManager settings."""
+
+    def test_settings_folder_is_inside_the_server_root(self):
+        from unittest.mock import patch
+
+        from tests.browser.server import isolate_lora_manager_settings
+
+        with tempfile.TemporaryDirectory() as root:
+            with patch.dict(os.environ, {"LORA_MANAGER_SETTINGS_DIR": "/real/one"}):
+                folder = isolate_lora_manager_settings(Path(root))
+                self.assertEqual(os.environ["LORA_MANAGER_SETTINGS_DIR"], str(folder))
+            self.assertEqual(folder.parent, Path(root))
+            self.assertTrue(folder.is_dir())
+
+
 if __name__ == "__main__":
     unittest.main()

tests/test_config.py

@@ -413,9 +413,21 @@ class TestAutotagConfig(unittest.TestCase):
         self.config_class = getattr(config_module, "AutotagConfig", None)
         self.assertIsNotNone(self.config_class, "AutotagConfig is not implemented")
         self._orig = PromptManagerConfig.get_config()
+        self._defaults = {
+            attr: getattr(self.config_class, attr, None)
+            for attr in (
+                "MODEL_TYPE",
+                "EXISTING",
+                "GENERAL_THRESHOLD",
+                "CHARACTER_THRESHOLD",
+                "TEMPLATE",
+                "SUGGESTION_LIMIT",
+            )
+        }
 
     def tearDown(self):
-        self.config_class.SUGGESTION_LIMIT = 10
+        for attr, value in self._defaults.items():
+            setattr(self.config_class, attr, value)
         PromptManagerConfig.update_config(self._orig)
 
     def _load(self, value):
@@ -446,8 +458,23 @@ class TestAutotagConfig(unittest.TestCase):
         self.assertEqual(self.config_class.suggestion_limit(), 10)
         self.assertEqual(
             PromptManagerConfig.get_config()["autotag"],
-            {"defaults": {"suggestion_limit": 10}},
+            {
+                "defaults": {
+                    "model_type": "wd14-swinv2",
+                    "existing": "skip",
+                    "general_threshold": 0.35,
+                    "character_threshold": 0.85,
+                    "suggestion_limit": 10,
+                }
+            },
         )
+        # The built-in template is not written; a saved one is.
+        self.config_class.TEMPLATE = "Saved."
+        self.assertEqual(
+            PromptManagerConfig.get_config()["autotag"]["defaults"]["template"],
+            "Saved.",
+        )
+        self.config_class.TEMPLATE = config_module.DEFAULT_TAG_TEMPLATE
         with tempfile.TemporaryDirectory() as tmpdir:
             path = os.path.join(tmpdir, "config.json")
             PromptManagerConfig.update_config(
@@ -466,6 +493,102 @@ class TestAutotagConfig(unittest.TestCase):
                 )
                 self.assertEqual(self.config_class.suggestion_limit(), value)
 
+    def test_autotag_defaults_fall_back_per_key_on_load(self):
+        """#328: each saved tagging default is checked alone on load; a bad
+        hand-edited value falls back to its default with one warning and
+        leaves the other keys as saved."""
+        good = {
+            "model_type": "gguf",
+            "existing": "merge",
+            "general_threshold": 0.4,
+            "character_threshold": 0.7,
+            "template": "Tags only.",
+            "suggestion_limit": 15,
+        }
+        fallback = {
+            "model_type": "wd14-swinv2",
+            "existing": "skip",
+            "general_threshold": 0.35,
+            "character_threshold": 0.85,
+            "template": config_module.DEFAULT_TAG_TEMPLATE,
+            "suggestion_limit": 10,
+        }
+        bad_values = {
+            "model_type": ["wd14-convnext", 3, None],
+            "existing": ["replace", "", True],
+            # #369: a saved threshold off the 0.05 step no page can show.
+            "general_threshold": [1.5, -0.1, float("nan"), "0.4", True, 0.37],
+            "character_threshold": [2, float("inf"), None, 0.33],
+            # 4000 characters are at most 16,000 UTF-8 bytes, so the 16 KiB
+            # byte cap can only be met past the character cap.
+            "template": ["", "   ", "x" * 4001, "\U0001f600" * 4097, "\ud800", 7],
+        }
+        for key, values in bad_values.items():
+            for value in values:
+                with self.subTest(key=key, value=value):
+                    saved = dict(good, **{key: value})
+                    with tempfile.TemporaryDirectory() as tmpdir:
+                        path = os.path.join(tmpdir, "config.json")
+                        with open(path, "w") as f:
+                            json.dump({"autotag": {"defaults": saved}}, f)
+                        with self.assertLogs(
+                            "prompt_manager.config", level="WARNING"
+                        ) as logs:
+                            PromptManagerConfig.load_from_file(path)
+                    self.assertEqual(len(logs.records), 1, logs.output)
+                    self.assertIn(f"autotag.defaults.{key}", logs.output[0])
+                    loaded = {
+                        k: getattr(self.config_class, attr)
+                        for k, (attr, _v, _d) in self.config_class._KEYS.items()
+                    }
+                    self.assertEqual(loaded, dict(good, **{key: fallback[key]}))
+
+    def test_tagging_validators_moved_with_their_messages(self):
+        validate_threshold = config_module.validate_threshold
+        validate_template = config_module.validate_template
+        self.assertEqual(validate_threshold("general_threshold", 1), 1.0)
+        for value, message in (
+            (float("nan"), "general_threshold must be a finite number"),
+            ("0.4", "general_threshold must be a finite number"),
+            (1.01, "general_threshold must be between 0 and 1"),
+        ):
+            with self.assertRaises(ValueError) as caught:
+                validate_threshold("general_threshold", value)
+            self.assertEqual(str(caught.exception), message)
+        self.assertEqual(validate_template("Tags."), "Tags.")
+        for value, message in (
+            ("  ", "instructions must be non-empty text"),
+            ("x" * 4001, "instructions must be at most 4000 characters"),
+            ("\ud800", "instructions must be valid Unicode text"),
+        ):
+            with self.assertRaises(ValueError) as caught:
+                validate_template(value)
+            self.assertEqual(str(caught.exception), message)
+        self.assertEqual(
+            config_module.MODEL_TYPES, {"gguf", "hf", "wd14-swinv2", "wd14-vit"}
+        )
+
+    def test_saved_threshold_is_a_multiple_of_the_step(self):
+        """#369: every page shows the thresholds in steps of 0.05, so a saved
+        one must be on that grid; it is stored exactly on it."""
+        from py.tagging_defaults import validate_saved_threshold as validate
+
+        for value in (0, 0.05, 0.15, 0.35, 0.85, 1):
+            with self.subTest(value=value):
+                self.assertEqual(validate("x", value), value)
+        self.assertEqual(validate("x", 0.1 + 0.2), 0.3)
+        for value, message in (
+            (0.37, "x must be a multiple of 0.05"),
+            (0.351, "x must be a multiple of 0.05"),
+            (0.35000000001, "x must be a multiple of 0.05"),
+            (1.5, "x must be between 0 and 1"),
+            ("0.4", "x must be a finite number"),
+        ):
+            with self.subTest(value=value):
+                with self.assertRaises(ValueError) as caught:
+                    validate("x", value)
+                self.assertEqual(str(caught.exception), message)
+
     def test_suggestion_limit_setting_validated_on_load(self):
         for value in (0, 101, "10", float("nan"), 2.5, True, None, [10]):
             with self.subTest(value=value):

tests/test_database.py

@@ -1398,6 +1398,50 @@ class TestModelHousekeeping(DatabaseTestCase):
         self.assertIsNot(self.db.model.get_connection(), failing)
 
 
+class TestAutotagBatchCandidates(DatabaseTestCase):
+    """#328: the batch's candidate read never loads workflow documents."""
+
+    def test_autotag_candidates_skip_workflow_data(self):
+        from utils.hashing import generate_prompt_hash
+
+        first = self.db.save_prompt(
+            text="a", tags=["one", "two"], prompt_hash=generate_prompt_hash("a")
+        )
+        second = self.db.save_prompt(text="b", prompt_hash=generate_prompt_hash("b"))
+        old = self.db.link_image_to_prompt(
+            first, "/out/a.png", {"workflow": {"big": "x" * 1000}}
+        )
+        new = self.db.link_image_to_prompt(second, "/out/b.png")
+        statements = []
+        conn = self.db.model.get_connection()  # this thread's own connection
+        conn.set_trace_callback(statements.append)
+        try:
+            rows = self.db.autotag_batch_candidates()
+        finally:
+            conn.set_trace_callback(None)
+        self.assertEqual(
+            rows[0],
+            {
+                "id": new,
+                "image_path": "/out/b.png",
+                "prompt_id": second,
+                "prompt_tags": [],
+            },
+        )
+        self.assertEqual(
+            {**rows[1], "prompt_tags": sorted(rows[1]["prompt_tags"])},
+            {
+                "id": old,
+                "image_path": "/out/a.png",
+                "prompt_id": first,
+                "prompt_tags": ["one", "two"],
+            },
+        )
+        self.assertEqual(len(rows), 2)
+        self.assertTrue(statements)
+        self.assertFalse(any("workflow_data" in sql for sql in statements))
+
+
 if __name__ == "__main__":
     unittest.main()
 

tests/test_execution_history_hooks.py

@@ -28,6 +28,8 @@ except ImportError:
 
 Status = namedtuple("ExecutionStatus", "status_str completed messages")
 JOB = "a0c26da3-eb26-405c-b143-c662a84c3112"
+# A cross-thread wait or a duration check fails only past this (#370).
+CEILING_SECONDS = 30.0
 
 
 class HostQueue:
@@ -209,6 +211,9 @@ class HistoryHooksTests(unittest.TestCase):
         self.queue.get = unrelated_after
         self.dequeue(0)
         self.queue.task_done(0, {}, status())
+        # The writer drains first: this test checks wrappers and the session,
+        # not the 2 s bound, which a slow runner can spend on the write (#370).
+        self.drain(first)
         self.assertTrue(first.dispose())
         self.assertTrue(first.dispose())
         self.assertIs(self.queue.get, unrelated_after)
@@ -339,15 +344,17 @@ class HistoryHooksTests(unittest.TestCase):
         with patch.object(self.db, "write_execution_start", blocked):
             registration = self.register()
             self.dequeue(0)
-            self.assertTrue(entered.wait(1))
+            # Ceilings, not tight wall clocks (#370): the return values show
+            # the bound; a ceiling still fails a call that waits unbounded.
+            self.assertTrue(entered.wait(CEILING_SECONDS))
             began = time.monotonic()
             self.queue.task_done(0, {}, status())
             self.dequeue(1)
-            self.assertLess(time.monotonic() - began, 0.2)
+            self.assertLess(time.monotonic() - began, CEILING_SECONDS)
             began = time.monotonic()
             self.assertFalse(registration.dispose())
             self.assertGreaterEqual(time.monotonic() - began, 1.8)
-            self.assertLess(time.monotonic() - began, 2.3)
+            self.assertLess(time.monotonic() - began, CEILING_SECONDS)
             release.set()
             self.assertTrue(registration.dispose(2))
 

tests/test_execution_history_writer.py

@@ -642,6 +642,8 @@ class HistoryWriterTests(unittest.TestCase):
                 == "succeeded"
             )
             self.assertTrue(writer.submit(self.start_command(2)))
+            # Drain first: the 2 s bound is not under test here (#370).
+            drain_writer(writer)
             self.assertTrue(writer.close(2))
         self.assertEqual(len(set(threads)), 1)
         self.assertNotEqual(threads[0], threading.get_ident())

tests/test_execution_output_hooks.py

@@ -245,6 +245,8 @@ class OutputHooksTests(fixtures.unittest.TestCase):
         registration = self.register()
         self.dequeue(0)
         late = registration._task_done
+        # Drain first: the 2 s bound is not under test here (#370).
+        self.drain(registration)
         self.assertTrue(registration.dispose())
         thread = threading.Thread(
             target=lambda: late((0, history(), fixtures.status()), {})

tests/test_execution_output_writer.py

@@ -17,6 +17,7 @@ from utils.execution_contexts import MAX_ATTEMPT_BYTES
 from utils.execution_output_capture import seal_outputs
 from utils.execution_outputs import snapshot_output_roots
 from utils.execution_history_writer import HistoryWriter
+from tests.history_waits import drain_writer
 
 try:
     from tests import test_execution_history_writer as fixtures
@@ -161,6 +162,8 @@ class OutputWriterTests(fixtures.unittest.TestCase):
         start = replace(self.start_command(), run_id=str(fixtures.uuid4()))
         self.assertTrue(writer.submit(start))
         self.finalization(writer, start)
+        # Drain first: the 2 s bound is not under test here (#370).
+        drain_writer(writer)
         self.assertTrue(writer.close(2))
         self.assertEqual(
             self.db.get_execution_run(start.run_id)["outcome"], "succeeded"

tests/test_gallery_listing.py

@@ -0,0 +1,478 @@
+"""Pure helpers of the shared Images listing (py/api/gallery_listing.py, #348)."""
+
+import ntpath
+import os
+import posixpath
+import sys
+import tempfile
+import unittest
+from pathlib import Path, PurePath, PurePosixPath, PureWindowsPath
+from types import SimpleNamespace
+from unittest.mock import patch
+
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from py.api import gallery_listing  # noqa: E402
+from py.api.gallery_listing import (  # noqa: E402
+    DISCARDED,
+    FAILED,
+    STORED,
+    RootListing,
+    WalkOutcome,
+    add_folder,
+    folder_sets,
+    insert_entry,
+    listing_delta,
+    relative_part,
+    rewalk_interval,
+    root_contains,
+    same_listing,
+    walk_root,
+)
+
+
+def _legacy_subfolders(root, files, include_ancestors):
+    """``_root_subfolders`` as it was before #348, the reference for folder_sets."""
+    subfolders = set()
+    for f, _mtime in files:
+        rel_dir = str(f.relative_to(root).parent)
+        if rel_dir and rel_dir != ".":
+            subfolders.add(rel_dir)
+    if include_ancestors:
+        ancestors = set()
+        for folder in subfolders:
+            parts = folder.replace("\\", "/").split("/")
+            for i in range(1, len(parts)):
+                ancestors.add("/".join(parts[:i]))
+        subfolders.update(ancestors)
+    return subfolders
+
+
+class FolderSetsTests(unittest.TestCase):
+    def test_nested_folders_match_the_previous_subfolder_listing(self):
+        root = Path("/out")
+        files = [
+            (root / "top.png", 1.0),
+            (root / "a" / "one.png", 2.0),
+            (root / "a" / "b" / "c" / "two.png", 3.0),
+            (root / "d" / "three.png", 4.0),
+        ]
+        folders, with_ancestors = folder_sets(root, files)
+        self.assertEqual(folders, _legacy_subfolders(root, files, False))
+        self.assertEqual(with_ancestors, _legacy_subfolders(root, files, True))
+        self.assertIn("a/b", with_ancestors)
+        self.assertNotIn("a/b", folders)
+        self.assertIsInstance(folders, frozenset)
+        self.assertIsInstance(with_ancestors, frozenset)
+
+    def test_windows_separators_keep_the_previous_spelling(self):
+        root = PureWindowsPath("C:/out")
+        files = [
+            (root / "x" / "y" / "z.png", 1.0),
+            (root / "w.png", 2.0),
+        ]
+        folders, with_ancestors = folder_sets(root, files)
+        self.assertEqual(folders, {"x\\y"})
+        self.assertEqual(with_ancestors, {"x\\y", "x"})
+        self.assertEqual(folders, _legacy_subfolders(root, files, False))
+        self.assertEqual(with_ancestors, _legacy_subfolders(root, files, True))
+
+    def test_an_empty_listing_has_no_folders(self):
+        self.assertEqual(folder_sets(Path("/out"), []), (frozenset(), frozenset()))
+
+    def test_folders_come_from_the_path_strings_not_relative_to(self):
+        # relative_to per file was half of a 20,000-file walk (#348 live test).
+        root = Path("/out")
+        files = [(root / "a" / "b" / "one.png", 1.0), (root / "two.png", 2.0)]
+        with patch.object(PurePath, "relative_to", side_effect=AssertionError):
+            folders, with_ancestors = folder_sets(root, files)
+        self.assertEqual(folders, {os.path.join("a", "b")})
+        self.assertEqual(with_ancestors, {os.path.join("a", "b"), "a"})
+
+    def test_a_path_not_spelled_like_the_root_falls_back_to_relative_to(self):
+        # Windows folds case: the string prefix misses, relative_to matches.
+        root = PureWindowsPath("C:/Out")
+        files = [(PureWindowsPath("c:/out/x/y.png"), 1.0)]
+        folders, with_ancestors = folder_sets(root, files)
+        self.assertEqual(folders, {"x"})
+        self.assertEqual(folders, _legacy_subfolders(root, files, False))
+        self.assertEqual(with_ancestors, _legacy_subfolders(root, files, True))
+
+
+class SameListingTests(unittest.TestCase):
+    def test_equal_path_and_mtime_lists_are_the_same(self):
+        old = [(Path("/o/a.png"), 1.0), (Path("/o/b.png"), 2.0)]
+        self.assertTrue(same_listing(old, list(old)))
+        self.assertTrue(same_listing(old, old))
+
+    def test_a_changed_mtime_path_or_length_differs(self):
+        old = [(Path("/o/a.png"), 1.0), (Path("/o/b.png"), 2.0)]
+        self.assertFalse(same_listing(old, [(Path("/o/a.png"), 1.5), old[1]]))
+        self.assertFalse(same_listing(old, [(Path("/o/c.png"), 1.0), old[1]]))
+        self.assertFalse(same_listing(old, old[:1]))
+        self.assertFalse(same_listing(None, old))
+
+
+class WalkRootTests(unittest.TestCase):
+    def setUp(self):
+        self._tmp = tempfile.TemporaryDirectory()
+        self.addCleanup(self._tmp.cleanup)
+        self.root = Path(self._tmp.name) / "output"
+        (self.root / "sub").mkdir(parents=True)
+
+    def _scan(self, files):
+        calls = []
+
+        def scan(root):
+            calls.append(root)
+            return list(files)
+
+        return scan, calls
+
+    def test_returns_the_listing_and_both_folder_sets(self):
+        files = [(self.root / "sub" / "a.png", 2.0), (self.root / "b.png", 1.0)]
+        scan, calls = self._scan(files)
+        listed, folders, with_ancestors, resolved = walk_root(scan, self.root, None)
+        self.assertEqual(calls, [self.root])
+        self.assertEqual(listed, files)
+        self.assertEqual(folders, frozenset({"sub"}))
+        self.assertEqual(with_ancestors, frozenset({"sub"}))
+        self.assertEqual(resolved, os.path.normcase(os.path.realpath(self.root)))
+
+    def test_the_resolved_root_follows_a_symlinked_root(self):
+        link = Path(self._tmp.name) / "linked"
+        try:
+            os.symlink(self.root, link, target_is_directory=True)
+        except (OSError, NotImplementedError) as error:
+            self.skipTest(f"symlinks unavailable: {error}")
+        scan, _calls = self._scan([])
+        resolved = walk_root(scan, link, None)[3]
+        self.assertEqual(resolved, os.path.normcase(os.path.realpath(self.root)))
+        self.assertNotEqual(resolved, os.path.normcase(str(link)))
+
+    def test_an_unchanged_walk_returns_the_previous_list_object(self):
+        files = [(self.root / "sub" / "a.png", 2.0)]
+        previous = list(files)
+        scan, _calls = self._scan(files)
+        listed, _folders, _ancestors, _resolved = walk_root(scan, self.root, previous)
+        self.assertIs(listed, previous)
+
+    def test_a_changed_walk_returns_the_new_list(self):
+        previous = [(self.root / "sub" / "a.png", 2.0)]
+        files = [(self.root / "sub" / "a.png", 3.0)]
+        scan, _calls = self._scan(files)
+        listed, _folders, _ancestors, _resolved = walk_root(scan, self.root, previous)
+        self.assertIsNot(listed, previous)
+        self.assertEqual(listed, files)
+
+    def test_a_deleted_root_raises_instead_of_listing_nothing(self):
+        scan, calls = self._scan([])
+        missing = self.root / "gone"
+        with self.assertRaises(OSError):
+            walk_root(scan, missing, None)
+        self.assertEqual(calls, [])
+
+
+class RecordTests(unittest.TestCase):
+    def test_drop_clears_the_listing_and_bumps_the_generation(self):
+        record = RootListing()
+        record.files = [(Path("/o/a.png"), 1.0)]
+        record.folders = frozenset({"x"})
+        record.folders_with_ancestors = frozenset({"x"})
+        record.walked_at = 5.0
+        record.drop()
+        record.drop()
+        self.assertIsNone(record.files)
+        self.assertIsNone(record.folders)
+        self.assertIsNone(record.folders_with_ancestors)
+        self.assertIsNone(record.walked_at)
+        self.assertEqual(record.generation, 2)
+
+    def test_outcomes(self):
+        error = OSError("gone")
+        self.assertEqual(WalkOutcome.stored().kind, STORED)
+        self.assertEqual(WalkOutcome.discarded().kind, DISCARDED)
+        failed = WalkOutcome.failed(error)
+        self.assertEqual(failed.kind, FAILED)
+        self.assertIs(failed.error, error)
+
+    def test_refresh_constants(self):
+        self.assertEqual(gallery_listing.REFRESH_AFTER, 30)
+        self.assertEqual(gallery_listing.REFRESH_DELAY, 1.0)
+        self.assertIsNone(RootListing().rewalk_handle)
+
+    def test_a_new_record_is_clean_and_never_walked(self):
+        record = RootListing()
+        self.assertFalse(record.dirty)
+        self.assertIsNone(record.resolved_root)
+        self.assertIsNone(record.last_started_at)
+        self.assertIsNone(record.last_duration)
+
+    def test_drop_forgets_pending_adds(self):
+        record = RootListing(files=[], pending_adds=["a.png"], patched=2)
+        record.drop()
+        self.assertEqual((record.pending_adds, record.patched), ([], 0))
+
+    def test_drop_keeps_the_resolved_root_and_the_walk_timing(self):
+        # A drop clears the listing, not what is known about the root itself.
+        record = RootListing(resolved_root="/o", last_started_at=1.0)
+        record.last_duration = 0.5
+        record.dirty = True
+        record.drop()
+        self.assertEqual(record.resolved_root, "/o")
+        self.assertEqual((record.last_started_at, record.last_duration), (1.0, 0.5))
+        self.assertTrue(record.dirty)
+
+
+class RewalkIntervalTests(unittest.TestCase):
+    def test_constants(self):
+        self.assertEqual(
+            (
+                gallery_listing.REWALK_FLOOR,
+                gallery_listing.REWALK_FACTOR,
+                gallery_listing.REWALK_CAP,
+                gallery_listing.MIN_REWALK_DELAY,
+            ),
+            (5, 5, 15, 0.5),
+        )
+
+    def test_short_walks_wait_the_floor(self):
+        self.assertEqual(rewalk_interval(0.2), 5)
+        self.assertEqual(rewalk_interval(0), 5)
+        self.assertEqual(rewalk_interval(None), 5)  # never walked
+
+    def test_the_interval_scales_with_the_last_walk(self):
+        self.assertEqual(rewalk_interval(1.0), 5)
+        self.assertEqual(rewalk_interval(2.0), 10)
+        self.assertAlmostEqual(rewalk_interval(2.5), 12.5)
+
+    def test_slow_walks_are_capped(self):
+        self.assertEqual(rewalk_interval(3.0), 15)
+        self.assertEqual(rewalk_interval(60.0), 15)
+
+    def test_the_constants_are_read_when_called(self):
+        with (
+            patch.object(gallery_listing, "REWALK_FLOOR", 0),
+            patch.object(gallery_listing, "REWALK_CAP", 0),
+        ):
+            self.assertEqual(rewalk_interval(2.0), 0)
+
+
+class RootContainsTests(unittest.TestCase):
+    def test_posix_paths_under_the_root_match(self):
+        root = posixpath.normcase("/srv/out")
+        self.assertTrue(root_contains(root, "/srv/out/a.png", posixpath))
+        self.assertTrue(root_contains(root, "/srv/out/sub/deep/a.png", posixpath))
+
+    def test_a_sibling_sharing_the_prefix_does_not_match(self):
+        self.assertFalse(root_contains("/srv/out", "/srv/out2/a.png", posixpath))
+        self.assertFalse(root_contains("/srv/out", "/srv/outside.png", posixpath))
+        self.assertFalse(root_contains("/srv/out", "/srv/other/a.png", posixpath))
+
+    def test_posix_keeps_case(self):
+        self.assertFalse(root_contains("/srv/out", "/srv/OUT/a.png", posixpath))
+
+    def test_the_root_itself_is_not_an_output(self):
+        self.assertFalse(root_contains("/srv/out", "/srv/out", posixpath))
+
+    def test_windows_folds_case_and_separators(self):
+        root = ntpath.normcase("C:\\ComfyUI\\Output")
+        self.assertTrue(root_contains(root, "c:\\comfyui\\output\\a.png", ntpath))
+        self.assertTrue(root_contains(root, "C:/ComfyUI/OUTPUT/sub/a.PNG", ntpath))
+        self.assertFalse(root_contains(root, "C:\\ComfyUI\\Output2\\a.png", ntpath))
+        self.assertFalse(root_contains(root, "D:\\ComfyUI\\Output\\a.png", ntpath))
+
+    def test_a_windows_drive_root_and_a_unc_share(self):
+        drive = ntpath.normcase("E:\\")
+        self.assertTrue(root_contains(drive, "e:\\x.png", ntpath))
+        self.assertFalse(root_contains(drive, "F:\\x.png", ntpath))
+        share = ntpath.normcase("\\\\Server\\Share\\Out")
+        self.assertTrue(root_contains(share, "\\\\server\\share\\out\\a.png", ntpath))
+        self.assertFalse(root_contains(share, "\\\\server\\share\\a.png", ntpath))
+
+    def test_a_windows_extended_length_prefix_is_ignored(self):
+        root = ntpath.normcase("C:\\ComfyUI\\Output")
+        long_file = "\\\\?\\C:\\ComfyUI\\Output\\deep\\a.png"
+        self.assertTrue(root_contains(root, long_file, ntpath))
+        prefixed_root = ntpath.normcase("\\\\?\\C:\\ComfyUI\\Output")
+        self.assertTrue(
+            root_contains(prefixed_root, "C:\\ComfyUI\\Output\\a.png", ntpath)
+        )
+        share = ntpath.normcase("\\\\Server\\Share\\Out")
+        unc_file = "\\\\?\\UNC\\server\\share\\out\\a.png"
+        self.assertTrue(root_contains(share, unc_file, ntpath))
+        self.assertFalse(
+            root_contains(root, "\\\\?\\C:\\ComfyUI\\Output2\\a.png", ntpath)
+        )
+
+    def test_posix_keeps_a_literal_question_mark_folder(self):
+        self.assertFalse(root_contains("/srv/out", "//?/srv/out/a.png", posixpath))
+
+    def test_the_default_is_this_platforms_rule(self):
+        root = os.path.normcase(os.path.realpath(tempfile.gettempdir()))
+        inside = os.path.join(root, "x.png")
+        self.assertTrue(root_contains(root, inside))
+        self.assertTrue(root_contains(root, inside.upper()) == (os.name == "nt"))
+
+
+if __name__ == "__main__":
+    unittest.main()
+
+
+class RelativePartTests(unittest.TestCase):
+    def test_posix_keeps_the_case_and_the_nested_folders(self):
+        self.assertEqual(
+            relative_part("/srv/out", "/srv/out/Day 1/A.png", posixpath),
+            "Day 1/A.png",
+        )
+
+    def test_posix_outside_the_root_a_sibling_or_the_root_itself_is_none(self):
+        for path in ("/srv/other/a.png", "/srv/out2/a.png", "/srv/out", "/srv/out/"):
+            self.assertIsNone(relative_part("/srv/out", path, posixpath), path)
+
+    def test_a_root_spelled_with_a_trailing_separator(self):
+        self.assertEqual(relative_part("/", "/a.png", posixpath), "a.png")
+
+    def test_windows_matches_folded_and_slices_the_original_case(self):
+        root = ntpath.normcase("C:\\ComfyUI\\Output")
+        self.assertEqual(
+            relative_part(root, "c:/COMFYUI/output/Sub/ComfyUI_001.PNG", ntpath),
+            "Sub\\ComfyUI_001.PNG",
+        )
+
+    def test_windows_extended_length_and_unc_forms(self):
+        root = ntpath.normcase("C:\\Out")
+        self.assertEqual(
+            relative_part(root, "\\\\?\\C:\\Out\\Deep\\a.png", ntpath),
+            "Deep\\a.png",
+        )
+        share = ntpath.normcase("\\\\Server\\Share\\Out")
+        self.assertEqual(
+            relative_part(share, "\\\\?\\UNC\\Server\\Share\\Out\\B.png", ntpath),
+            "B.png",
+        )
+        drive = ntpath.normcase("D:\\")
+        self.assertEqual(relative_part(drive, "D:\\X\\a.png", ntpath), "X\\a.png")
+
+    def test_a_case_fold_that_changes_the_length_is_not_sliced(self):
+        # str.lower folds the Turkish dotted I to two characters (Windows'
+        # own normcase keeps the length; the guard covers any fold that not).
+        folding = SimpleNamespace(
+            sep="\\", normcase=lambda text: text.replace("/", "\\").lower()
+        )
+        path = "C:\\Out\\\u0130mage.png"
+        self.assertNotEqual(len(folding.normcase(path)), len(path))
+        self.assertIsNone(relative_part("c:\\out", path, folding))
+        self.assertEqual(relative_part("c:\\out", "C:\\Out\\Ab.png", folding), "Ab.png")
+
+    def test_dot_parts_are_never_sliced(self):
+        for path in ("/srv/out/../x.png", "/srv/out/./x.png", "/srv/out//x.png"):
+            self.assertIsNone(relative_part("/srv/out", path, posixpath), path)
+
+
+class InsertEntryTests(unittest.TestCase):
+    def setUp(self):
+        self.root = PurePosixPath("/out")
+        self.files = [
+            (self.root / "c.png", 30.0),
+            (self.root / "b.png", 20.0),
+            (self.root / "a.png", 10.0),
+        ]
+
+    def test_newest_first_position_at_the_front_middle_and_end(self):
+        for mtime, index in ((40.0, 0), (25.0, 1), (15.0, 2), (5.0, 3)):
+            entry = (self.root / "n.png", mtime)
+            patched = insert_entry(self.files, entry, 100)
+            self.assertIs(patched[index], entry)
+            self.assertEqual(len(patched), 4)
+        self.assertEqual(len(self.files), 3)  # never changed in place
+
+    def test_unchanged_entries_are_the_same_objects(self):
+        patched = insert_entry(self.files, (self.root / "n.png", 40.0), 100)
+        self.assertTrue(all(new is old for new, old in zip(patched[1:], self.files)))
+
+    def test_the_same_path_with_a_new_mtime_moves(self):
+        patched = insert_entry(self.files, (PurePosixPath("/out/a.png"), 35.0), 100)
+        self.assertEqual(
+            [(str(path), mtime) for path, mtime in patched],
+            [("/out/a.png", 35.0), ("/out/c.png", 30.0), ("/out/b.png", 20.0)],
+        )
+
+    def test_an_entry_already_listed_returns_the_listing_itself(self):
+        self.assertIs(
+            insert_entry(self.files, (PurePosixPath("/out/b.png"), 20.0), 3), self.files
+        )
+
+    def test_a_tie_in_mtime_is_not_placed(self):
+        self.assertIsNone(insert_entry(self.files, (self.root / "n.png", 20.0), 100))
+
+    def test_a_tie_with_the_replaced_entry_itself_is_placed(self):
+        files = [(self.root / "b.png", 20.0), (self.root / "a.png", 10.0)]
+        patched = insert_entry(files, (self.root / "a.png", 20.5), 100)
+        self.assertEqual([mtime for _path, mtime in patched], [20.5, 20.0])
+
+    def test_the_cap_refuses_a_new_path_but_replaces_a_listed_one(self):
+        self.assertIsNone(insert_entry(self.files, (self.root / "n.png", 40.0), 3))
+        patched = insert_entry(self.files, (self.root / "a.png", 40.0), 3)
+        self.assertEqual(str(patched[0][0]), "/out/a.png")
+
+    def test_an_empty_listing(self):
+        entry = (self.root / "n.png", 1.0)
+        self.assertEqual(insert_entry([], entry, 100), [entry])
+
+
+class AddFolderTests(unittest.TestCase):
+    def test_a_new_nested_folder_adds_it_and_its_ancestors(self):
+        root = PurePath("/out")
+        folders, with_ancestors = folder_sets(root, [(root / "x" / "a.png", 1.0)])
+        new = add_folder(root, root / "y" / "z" / "b.png", folders, with_ancestors)
+        self.assertEqual(
+            new,
+            folder_sets(
+                root, [(root / "x" / "a.png", 1.0), (root / "y" / "z" / "b.png", 2.0)]
+            ),
+        )
+
+    def test_a_known_folder_or_the_root_keeps_the_same_sets(self):
+        root = PurePath("/out")
+        sets = folder_sets(root, [(root / "x" / "a.png", 1.0)])
+        for path in (root / "x" / "b.png", root / "c.png"):
+            new = add_folder(root, path, *sets)
+            self.assertIs(new[0], sets[0])
+            self.assertIs(new[1], sets[1])
+
+    def test_windows_spelling_matches_folder_sets(self):
+        root = PureWindowsPath("C:/Out")
+        path = root / "A" / "B" / "c.png"
+        self.assertEqual(
+            add_folder(root, path, frozenset(), frozenset()),
+            folder_sets(root, [(path, 1.0)]),
+        )
+
+
+class ListingDeltaTests(unittest.TestCase):
+    def setUp(self):
+        self.old = [(PurePath(f"/out/{i}.png"), float(i)) for i in range(10)]
+
+    def test_an_added_entry(self):
+        entry = (PurePath("/out/n.png"), 99.0)
+        self.assertEqual(listing_delta(self.old, [entry, *self.old]), ([entry], []))
+
+    def test_a_replaced_entry(self):
+        entry = (PurePath("/out/3.png"), 99.0)
+        new = insert_entry(self.old, entry, 100)
+        self.assertEqual(listing_delta(self.old, new), ([entry], [self.old[3]]))
+
+    def test_the_same_listing_has_no_change(self):
+        self.assertEqual(listing_delta(self.old, list(self.old)), ([], []))
+
+    def test_a_walk_builds_new_entries_and_is_past_the_limit(self):
+        walked = [(PurePath(str(path)), mtime) for path, mtime in self.old]
+        self.assertEqual(walked, self.old)
+        self.assertIsNone(listing_delta(self.old, walked, limit=5))
+        self.assertIsNone(listing_delta(self.old, walked))  # shares nothing
+        self.assertIsNone(listing_delta(self.old, self.old[:2], limit=5))
+
+    def test_an_emptied_listing_and_a_first_file(self):
+        self.assertEqual(listing_delta(self.old[:1], []), ([], self.old[:1]))
+        self.assertIsNone(listing_delta([], self.old[:1]))

tests/test_hashing.py

@@ -12,6 +12,7 @@ import unittest
 
 sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
+from tests.background_stops import stop_tracker  # noqa: E402
 from utils.hashing import (
     generate_prompt_hash,
     is_duplicate_prompt,
@@ -49,6 +50,7 @@ class TestSingleHashImplementation(unittest.TestCase):
         db = mock.Mock()
         db.get_prompt_by_hash.return_value = {"id": 42}
         tracker = PromptTracker(db)
+        self.addCleanup(stop_tracker, self, tracker)
         tracker.set_current_prompt("  Hello World  ")
         db.get_prompt_by_hash.assert_called_once_with(
             generate_prompt_hash("  Hello World  ")

tests/test_image_linking.py

@@ -8,6 +8,7 @@ import unittest.mock as mock
 
 sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
+from tests.background_stops import close_handler  # noqa: E402
 from database.operations import PromptDatabase
 from utils.hashing import generate_prompt_hash
 from utils.image_monitor import ImageGenerationHandler
@@ -52,6 +53,7 @@ class LinkingTestCase(unittest.TestCase):
         )
 
     def tearDown(self):
+        close_handler(self, self.handler)  # and the tracker's cleanup thread
         self.db.close_all()  # Windows cannot unlink an open database file
         for path in (
             self.image,

tests/test_image_monitor_singleton.py

@@ -136,13 +136,21 @@ class TestMonitorSingletonLifecycle(unittest.TestCase):
 
 
 class FakeObserver:
-    """Records what the monitor does with the watchdog observer."""
+    """Records what the monitor does with the watchdog observer.
 
-    def __init__(self):
+    ``calls`` lists ``stop`` and ``join`` in order (shared with a test's own
+    recorders when given); ``stay_alive`` keeps it alive after ``join``;
+    ``stop_error`` makes ``stop`` raise.
+    """
+
+    def __init__(self, calls=None, stay_alive=False, stop_error=None):
         self.scheduled = []
         self.started = False
         self.stopped = False
         self.joined = False
+        self.calls = calls if calls is not None else []
+        self.stay_alive = stay_alive
+        self.stop_error = stop_error
 
     def schedule(self, handler, path, recursive=False):
         self.scheduled.append((handler, path, recursive))
@@ -151,12 +159,18 @@ class FakeObserver:
         self.started = True
 
     def stop(self):
+        self.calls.append(("stop",))
+        if self.stop_error is not None:
+            raise self.stop_error
         self.stopped = True
 
     def join(self, timeout=None):
+        self.calls.append(("join", timeout))
         self.joined = True
 
     def is_alive(self):
+        if self.stay_alive:
+            return self.started
         return self.started and not self.stopped
 
 
@@ -171,6 +185,8 @@ class TestStartStop(unittest.TestCase):
         self.missing = os.path.join(self.tmp.name, "does-not-exist")
 
     def tearDown(self):
+        # Before the folder is removed (addCleanup runs after tearDown).
+        self.assertTrue(self.monitor.stop_monitoring())
         im_mod._monitor_instance = None
 
     def test_only_nonexistent_directories_leaves_monitoring_off(self):
@@ -225,9 +241,8 @@ class TestStartStop(unittest.TestCase):
         worker = handler._worker
         self.assertTrue(worker.is_alive())
 
-        self.monitor.stop_monitoring()
+        self.assertTrue(self.monitor.stop_monitoring())
 
-        worker.join(timeout=2)
         self.assertFalse(worker.is_alive())
         self.assertEqual(handler.pending_count(), 0)
         # A restart gets a fresh handler and observer
@@ -303,6 +318,89 @@ class TestStartStop(unittest.TestCase):
         self.assertEqual(self.monitor.monitored_directories, [self.tmp.name])
         self.monitor.stop_monitoring()
 
+    def _start_with(self, fake):
+        with patch.object(im_mod, "Observer", return_value=fake):
+            self.monitor.start_monitoring([self.tmp.name])
+        handler = self.monitor.handler
+        real_close = handler.close
+
+        def close(timeout=im_mod.WORKER_JOIN_SECONDS):
+            fake.calls.append(("close",))
+            return real_close(timeout)
+
+        handler.close = close
+        return handler
+
+    def test_stop_monitoring_joins_observer_and_worker(self):
+        fake = FakeObserver()
+        handler = self._start_with(fake)
+
+        self.assertTrue(self.monitor.stop_monitoring(timeout=3.0))
+
+        self.assertEqual([c[0] for c in fake.calls], ["close", "stop", "join"])
+        join_timeout = fake.calls[2][1]
+        self.assertIsNotNone(join_timeout)
+        self.assertLessEqual(join_timeout, 3.0)
+        self.assertTrue(handler._closed)
+
+    def test_stop_monitoring_reports_an_observer_still_running(self):
+        fake = FakeObserver(stay_alive=True)
+        self._start_with(fake)
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING") as logs:
+            self.assertFalse(self.monitor.stop_monitoring(timeout=0.05))
+        self.assertIn("watchdog observer still running", "\n".join(logs.output))
+        self.assertFalse(self.monitor.is_monitoring)
+        fake.stay_alive = False  # it ends; tearDown's stop waits for it
+
+    def test_a_second_stop_monitoring_waits_for_the_observer(self):
+        fake = FakeObserver(stay_alive=True)
+        self._start_with(fake)
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING"):
+            self.assertFalse(self.monitor.stop_monitoring(timeout=0.05))
+            self.assertFalse(self.monitor.stop_monitoring(timeout=0.05))
+        fake.stay_alive = False
+        self.assertTrue(self.monitor.stop_monitoring())
+        self.assertFalse(self.monitor._unfinished)
+
+    def test_stop_monitoring_reports_an_observer_stop_that_raised(self):
+        fake = FakeObserver(stop_error=OSError("descriptor gone"))
+        self._start_with(fake)
+        fake.stopped = True  # its thread has ended; stop() still raises
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING") as logs:
+            self.assertFalse(self.monitor.stop_monitoring())
+        text = "\n".join(logs.output)
+        self.assertIn("Error while stopping image monitoring", text)
+        self.assertNotIn("watchdog observer still running", text)
+        fake.stop_error = None  # tearDown's stop calls stop() again
+
+    def test_the_still_running_warning_names_the_time_the_join_got(self):
+        fake = FakeObserver(stay_alive=True)
+        handler = self._start_with(fake)
+        now = [100.0]
+        recorded_close = handler.close
+
+        def close_that_uses_the_deadline(timeout=im_mod.WORKER_JOIN_SECONDS):
+            ok = recorded_close(timeout)
+            now[0] += 5.0  # a busy worker took the whole deadline
+            return ok
+
+        handler.close = close_that_uses_the_deadline
+        with (
+            patch.object(
+                im_mod, "time", types.SimpleNamespace(monotonic=lambda: now[0])
+            ),
+            self.assertLogs("prompt_manager.image_monitor", "WARNING") as logs,
+        ):
+            self.assertFalse(self.monitor.stop_monitoring(timeout=5.0))
+        self.assertEqual(fake.calls[-1], ("join", 0.0))
+        self.assertIn(
+            "watchdog observer still running after 0.0 s", "\n".join(logs.output)
+        )
+        fake.stay_alive = False  # it ends; tearDown's stop waits for it
+
+    def test_stop_monitoring_without_an_observer_returns_true(self):
+        self.assertTrue(self.monitor.stop_monitoring())
+
 
 class FakeEvent:
     def __init__(self, path, is_directory=False):
@@ -335,6 +433,10 @@ class TestHandlerScheduling(unittest.TestCase):
             self.processed.append((path, prompt_snapshot))
         )
 
+    def tearDown(self):
+        # Before the folder is removed (addCleanup runs after tearDown).
+        self.assertTrue(self.handler.close())
+
     def _image(self, name, content=b"x" * 16):
         path = os.path.join(self.tmp.name, name)
         with open(path, "wb") as f:
@@ -399,23 +501,127 @@ class TestHandlerScheduling(unittest.TestCase):
         empty = self._image("empty.png", content=b"")
         self.assertFalse(self.handler.wait_until_settled(empty))
 
-    def test_shutdown_stops_the_worker_and_clears_pending(self):
+    def test_shutdown_joins_the_worker_within_the_bound(self):
         self.handler.processing_delay = 10  # keep the first image waiting
         self.handler.schedule(self._image("s1.png"))
         self.handler.schedule(self._image("s2.png"))
         worker = self.handler._worker
         self.assertTrue(worker.is_alive())
 
-        self.handler.shutdown()
+        self.assertTrue(self.handler.shutdown())
 
-        worker.join(timeout=2)
         self.assertFalse(worker.is_alive())
         self.assertEqual(self.handler.pending_count(), 0)
 
+    def test_shutdown_reports_a_worker_still_busy(self):
+        entered, release = threading.Event(), threading.Event()
+
+        def busy(path, prompt_snapshot=None):
+            entered.set()
+            release.wait(30)
+
+        self.handler.process_new_image = busy
+        self.handler.schedule(self._image("busy.png"))
+        worker = self.handler._worker
+        self.addCleanup(worker.join, 30)
+        self.addCleanup(release.set)
+        self.assertTrue(entered.wait(30), "the worker never took the image")
+
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING") as logs:
+            self.assertFalse(self.handler.shutdown(timeout=0.05))
+        self.assertIn("image worker still running", "\n".join(logs.output))
+
+        release.set()
+        worker.join(30)
+        self.assertFalse(worker.is_alive())
+
+    def test_a_second_stop_waits_for_a_worker_still_finishing(self):
+        entered, release = threading.Event(), threading.Event()
+
+        def busy(path, prompt_snapshot=None):
+            entered.set()
+            release.wait(30)
+
+        self.handler.process_new_image = busy
+        self.handler.schedule(self._image("twice.png"))
+        worker = self.handler._worker
+        self.addCleanup(worker.join, 30)
+        self.addCleanup(release.set)
+        self.assertTrue(entered.wait(30), "the worker never took the image")
+
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING"):
+            self.assertFalse(self.handler.close(timeout=0.05))
+            self.assertFalse(self.handler.close(timeout=0.05))
+        release.set()
+        self.assertTrue(self.handler.close(timeout=30))
+        self.assertFalse(worker.is_alive())
+
+    def test_shutdown_on_the_worker_itself_only_signals(self):
+        entered, result = threading.Event(), {}
+
+        def stop_from_inside(path, prompt_snapshot=None):
+            result["value"] = self.handler.shutdown()
+            entered.set()
+
+        self.handler.process_new_image = stop_from_inside
+        self.handler.schedule(self._image("self.png"))
+        worker = self.handler._worker
+        self.assertTrue(entered.wait(30), "the worker never took the image")
+        worker.join(30)
+        self.assertFalse(result["value"])
+        self.assertFalse(worker.is_alive())
+
+    def _live_workers(self):
+        return {
+            t for t in threading.enumerate() if t.name == "PromptManagerImageWorker"
+        }
+
+    def _seal(self, handler, name):
+        handler._await_history(os.path.join(self.tmp.name, name))
+        handler._on_outputs_sealed(
+            "run-1",
+            [{"folder_type": "output", "subfolder": "", "filename": name}],
+        )
+
+    def test_close_refuses_new_work(self):
+        path = self._image("late.png")
+        with patch.object(im_mod, "host_output_directory", return_value=self.tmp.name):
+            self.assertTrue(self.handler.close())
+            before = self._live_workers()
+            self.assertFalse(self.handler.schedule(path))
+            # The image in hand can still ask for a history re-check and its
+            # run can be sealed afterwards, on the history writer's thread.
+            self.handler._await_history(path)
+            self.assertEqual(self.handler.awaiting_history(), [])
+            self._seal(self.handler, "late.png")
+            self.handler._schedule_recheck(path)
+        self.assertIsNone(self.handler._worker)
+        self.assertEqual(list(self.handler._history_due), [])
+        self.assertEqual(self._live_workers() - before, set())
+
+    def test_a_sealed_run_starts_a_worker_on_an_open_handler(self):
+        self._image("open.png")
+        with patch.object(im_mod, "host_output_directory", return_value=self.tmp.name):
+            self._seal(self.handler, "open.png")
+        self.assertIsNotNone(self.handler._worker)
+        self.assertTrue(self.handler.close())
+
+    def test_close_is_idempotent(self):
+        self.handler.schedule(self._image("c1.png"))
+        self.assertTrue(self.handler.close())
+        self.assertTrue(self.handler.close())
+
+    def test_on_created_after_close_takes_no_lock(self):
+        self.assertTrue(self.handler.close())
+        self.handler.on_created(FakeEvent(self._image("after.png")))
+        self.tracker.keyed_snapshot.assert_not_called()
+        self.assertEqual(self.handler.pending_count(), 0)
+
     def test_shutdown_is_idempotent_and_safe_before_start(self):
         fresh = im_mod.ImageGenerationHandler(MagicMock(), self.tracker)
-        fresh.shutdown()
-        fresh.shutdown()
+        self.assertTrue(fresh.shutdown())
+        self.assertTrue(fresh.shutdown())
+        self.assertTrue(fresh.close())
         self.handler.schedule(self._image("s3.png"))
         self.assertTrue(wait_for(lambda: self.handler.pending_count() == 0))
         self.handler.shutdown()
@@ -434,7 +640,7 @@ class TestHandlerScheduling(unittest.TestCase):
         self.assertTrue(wait_for(lambda: self.handler.pending_count() == 0))
         self.assertIn(path, [p for p, _ in self.processed])
         self.assertIsNot(self.handler._worker, old_worker)
-        self.handler.shutdown()
+        self.assertTrue(self.handler.close())
 
     def test_processing_errors_do_not_kill_the_worker(self):
         def explode(path, prompt_snapshot=None):
@@ -449,6 +655,150 @@ class TestHandlerScheduling(unittest.TestCase):
         self.assertEqual(self.processed, [first, second])
 
 
+class TestCloseReleasesHandles(unittest.TestCase):
+    """``close`` joins the worker, so the test folder can be removed (#302)."""
+
+    def test_close_releases_handles(self):
+        from PIL import Image
+
+        from database.operations import PromptDatabase
+        from tests.open_handles import assert_closed
+        from utils.prompt_tracker import PromptTracker
+
+        with tempfile.TemporaryDirectory() as folder:
+            db = PromptDatabase(os.path.join(folder, "prompts.db"))
+            tracker = PromptTracker(db)
+            handler = im_mod.ImageGenerationHandler(db, tracker)
+            handler.processing_delay = 0
+            handler.settle_interval = 0.01
+            done = threading.Event()
+            real_process = handler.process_new_image
+
+            def process(path, prompt_snapshot=None):
+                try:
+                    real_process(path, prompt_snapshot=prompt_snapshot)
+                finally:
+                    done.set()
+
+            handler.process_new_image = process
+            path = os.path.join(folder, "real.png")
+            Image.new("RGB", (8, 8), "red").save(path)
+            try:
+                self.assertTrue(handler.schedule(path))
+                worker = handler._worker
+                self.assertTrue(done.wait(30), "the worker never processed the image")
+            finally:
+                closed, shut = handler.close(), tracker.shutdown()
+                db.model.close_all()
+            self.assertTrue(closed)
+            self.assertTrue(shut)
+            self.assertFalse(worker.is_alive())
+            assert_closed(self, folder)
+
+
+class TestOutputListener(unittest.TestCase):
+    """Every settled output is reported to the Images listing (#348, PR 2)."""
+
+    def setUp(self):
+        self.tmp = tempfile.TemporaryDirectory()
+        self.addCleanup(self.tmp.cleanup)
+        self.handler = im_mod.ImageGenerationHandler(MagicMock(), MagicMock())
+        self.addCleanup(lambda: self.assertTrue(self.handler.close()))
+        self.handler.processing_delay = 0
+        self.handler.settle_interval = 0.01
+        self.handler.process_new_image = lambda path, prompt_snapshot=None: None
+        self.reported = []
+        self.handler.output_listener = self.reported.append
+
+    def _image(self, name, content=b"x" * 16):
+        path = os.path.join(self.tmp.name, name)
+        with open(path, "wb") as f:
+            f.write(content)
+        return path
+
+    def test_a_settled_output_is_reported_once_with_its_resolved_path(self):
+        path = self._image("a.png")
+        self.handler._process_pending(path)
+        self.assertEqual(self.reported, [os.path.realpath(path)])
+
+    def test_a_symlinked_spelling_is_reported_resolved(self):
+        real_dir = os.path.join(self.tmp.name, "real")
+        os.makedirs(real_dir)
+        link_dir = os.path.join(self.tmp.name, "link")
+        try:
+            os.symlink(real_dir, link_dir, target_is_directory=True)
+        except (OSError, NotImplementedError) as error:
+            self.skipTest(f"symlinks unavailable: {error}")
+        with open(os.path.join(real_dir, "b.png"), "wb") as f:
+            f.write(b"x" * 16)
+        self.handler._process_pending(os.path.join(link_dir, "b.png"))
+        self.assertEqual(
+            self.reported, [os.path.realpath(os.path.join(real_dir, "b.png"))]
+        )
+
+    def test_it_is_reported_even_when_linking_raises(self):
+        def explode(path, prompt_snapshot=None):
+            raise RuntimeError("boom")
+
+        self.handler.process_new_image = explode
+        path = self._image("c.png")
+        with self.assertRaises(RuntimeError):
+            self.handler._process_pending(path)
+        self.assertEqual(self.reported, [os.path.realpath(path)])
+        self.assertEqual(self.handler.pending_count(), 0)
+
+    def test_an_output_that_never_settles_is_not_reported(self):
+        self.handler.settle_attempts = 3
+        self.handler._process_pending(os.path.join(self.tmp.name, "gone.png"))
+        empty = self._image("empty.png", content=b"")
+        self.handler._process_pending(empty)
+        self.assertEqual(self.reported, [])
+
+    def test_a_video_is_reported_when_its_extension_is_monitored(self):
+        self.handler.supported_extensions = (".png", ".mp4")
+        path = self._image("clip.mp4")
+        self.handler.on_created(FakeEvent(path))
+        self.assertTrue(wait_for(lambda: self.reported != []))
+        self.assertEqual(self.reported, [os.path.realpath(path)])
+
+    def test_a_failing_listener_is_logged_and_the_worker_carries_on(self):
+        def broken(_path):
+            raise RuntimeError("listing gone")
+
+        self.handler.output_listener = broken
+        first = self._image("d.png")
+        with self.assertLogs("prompt_manager.image_monitor", "WARNING") as logs:
+            self.handler._process_pending(first)  # no exception
+        self.assertIn("Images listing", "\n".join(logs.output))
+        self.handler.output_listener = self.reported.append
+        second = self._image("e.png")
+        self.handler.schedule(second)
+        self.assertTrue(wait_for(lambda: self.reported != []))
+        self.assertEqual(self.reported, [os.path.realpath(second)])
+
+    def test_no_listener_reports_nothing(self):
+        self.handler.output_listener = None
+        self.handler._process_pending(self._image("f.png"))  # no exception
+        self.assertEqual(self.reported, [])
+
+    def test_the_monitor_wires_running_and_later_handlers(self):
+        monitor = im_mod.ImageMonitor(MagicMock(), MagicMock())
+        listener = self.reported.append
+        monitor.set_output_listener(listener)
+        with (
+            patch.object(im_mod, "Observer", FakeObserver),
+            patch.object(im_mod.ImageMonitor, "_gallery_config", return_value=None),
+        ):
+            monitor.start_monitoring([self.tmp.name])
+        try:
+            self.assertIs(monitor.handler.output_listener, listener)
+            monitor.set_output_listener(None)
+            self.assertIsNone(monitor.output_listener)
+            self.assertIsNone(monitor.handler.output_listener)
+        finally:
+            self.assertTrue(monitor.stop_monitoring())
+
+
 class TestModuleIsolation(unittest.TestCase):
     """This module must not leave mocks behind for later test modules."""
 

tests/test_image_reveal.py

@@ -8,6 +8,7 @@ import ctypes
 import json
 import logging
 import os
+import shutil
 import subprocess
 import sys
 import tempfile
@@ -694,6 +695,40 @@ class TestRevealRoute(ImageAPITestCase):
         # Its own worker, never ComfyUI's shared default executor (L1).
         self.assertTrue(self.threads[0].startswith("pm-reveal"), self.threads)
 
+    async def test_a_lora_root_reveals_only_linked_files(self):
+        # #355 security review: a LoRA root exposes only the files the import
+        # linked; any other file under it is refused before the opener runs.
+        lora = Path(tempfile.mkdtemp()).resolve()
+        self.addCleanup(shutil.rmtree, lora, True)
+        self.api._lora_image_dirs = lambda: [lora]
+        linked = make_png(lora / "abc" / "cover.png")
+        make_png(lora / "abc" / "unlinked.png")
+        self.api.db.link_image_to_prompt(self._save_prompt("lora"), str(linked))
+        scope = self.api._gallery_root_scope(lora, 1)
+        status, _data = await self.post(
+            {"root_index": 1, "root_scope": scope, "path": "abc/unlinked.png"}
+        )
+        self.assertEqual(status, 403)
+        self.assertEqual(self.opened, [])
+        status, data = await self.post(
+            {"root_index": 1, "root_scope": scope, "path": "abc/cover.png"}
+        )
+        self.assertEqual((status, data), (200, {"success": True}))
+        self.assertEqual(self.opened, [Path(os.path.realpath(linked))])
+        # The file that would open is checked too, whatever the request named
+        # (a path anchor could resolve it elsewhere in the root).
+        other = make_png(lora / "abc" / "other.png")
+        from py.api.images import ImageRoutesMixin
+
+        with patch.object(
+            ImageRoutesMixin, "_resolve_client_media_path", return_value=other
+        ):
+            status, _data = await self.post(
+                {"root_index": 1, "root_scope": scope, "path": "abc/cover.png"}
+            )
+        self.assertEqual(status, 403)
+        self.assertEqual(len(self.opened), 1)
+
     async def test_target_changed_before_launch_is_404(self):
         make_png(self.output_dir / "sub" / "a.png")
         self.outcome = file_reveal.RevealTargetChanged()

tests/test_image_tag_jobs.py

@@ -310,7 +310,7 @@ class TestAutoTag(ImageTagJobTestCase):
         self.assertTrue(
             any(
                 line.endswith(
-                    "is not downloaded. Download it from the legacy Auto-tag page."
+                    "is not downloaded. Download it in System › Auto-tagging."
                 )
                 for line in job.log
             ),

tests/test_init_package.py

@@ -4,6 +4,8 @@ The package is loaded the way ComfyUI loads it (``__init__`` with relative
 imports) with ComfyUI's ``server`` and ``folder_paths`` modules stubbed.
 """
 
+import asyncio
+import atexit
 import contextlib
 import importlib.util
 import io
@@ -16,6 +18,7 @@ import threading
 import types
 import unittest
 import unittest.mock as mock
+from pathlib import Path
 
 from aiohttp import web
 
@@ -40,13 +43,20 @@ class FakePromptQueue:
         return self.results.pop(0) if self.results else None
 
 
-def fake_server_module():
-    """A ``server`` module whose PromptServer.instance accepts routes and hooks."""
+def fake_server_module(app=None, queue_task_done=False):
+    """A ``server`` module whose PromptServer.instance accepts routes and hooks.
+
+    ``app`` replaces the default app (one without aiohttp hooks);
+    ``queue_task_done`` gives the queue a ``task_done``, so history registers.
+    """
+    queue = FakePromptQueue()
+    if queue_task_done:
+        queue.task_done = lambda *a, **k: None
     instance = types.SimpleNamespace(
         routes=web.RouteTableDef(),
-        prompt_queue=FakePromptQueue(),
+        prompt_queue=queue,
         handlers=[],
-        app=types.SimpleNamespace(middlewares=[]),
+        app=app if app is not None else types.SimpleNamespace(middlewares=[]),
     )
     instance.add_on_prompt_handler = instance.handlers.append
     module = types.ModuleType("server")
@@ -92,7 +102,7 @@ def _import_package(name, db_path, output_dir, server=None):
             try:
                 spec.loader.exec_module(package)
             except BaseException:
-                cleanup_package(package)
+                cleanup_package(package, require_stopped=False)
                 raise
     finally:
         for key, module in saved.items():
@@ -103,20 +113,34 @@ def _import_package(name, db_path, output_dir, server=None):
     return package, server.PromptServer.instance
 
 
-def cleanup_package(package):
-    """Stop fixture-owned workers before releasing its other resources."""
+def cleanup_package(package, require_stopped=True):
+    """Stop fixture-owned workers before releasing its other resources.
+
+    The package's own teardown runs first (the reload case of #301); with
+    ``require_stopped`` every part it reports must have stopped. The direct
+    stops after it also cover an import that failed before the teardown
+    existed, and a test that made a teardown step fail on purpose.
+    """
+    teardown = getattr(package, "_stop_background_work", None)
+    if callable(teardown):
+        result = teardown()
+        if require_stopped:
+            assert all(result.values()), f"package teardown left work running: {result}"
+    monitor = getattr(package, "_global_image_monitor", None)
+    if monitor is not None:
+        assert monitor.stop_monitoring(), "package image monitor still running"
+    tracker = getattr(package, "_global_prompt_tracker", None)
+    if tracker is not None:
+        assert tracker.shutdown(), "package prompt cleanup thread still running"
     registration = getattr(package, "_history_registration", None)
     if registration is not None:
         assert registration.dispose(3), "package history worker leaked"
-    monitor = getattr(package, "_global_image_monitor", None)
-    if monitor is not None:
-        monitor.stop_monitoring()
     close_every_database()
     sys.modules.pop(package.__name__, None)
 
 
 @contextlib.contextmanager
-def load_package(name, db_path, output_dir, server=None):
+def load_package(name, db_path, output_dir, server=None, require_stopped=True):
     """Dispose package workers before closing its isolated logging handlers."""
     root_logger = logging.getLogger("prompt_manager")
     loggers = [root_logger] + [
@@ -144,7 +168,7 @@ def load_package(name, db_path, output_dir, server=None):
         try:
             yield package, instance
         finally:
-            cleanup_package(package)
+            cleanup_package(package, require_stopped=require_stopped)
     finally:
         current_loggers = [root_logger] + [
             logger
@@ -556,3 +580,406 @@ class TestPackageLoggerIsolation(unittest.TestCase):
         self.assert_logging_restored(
             captured["handlers"], captured["package"]._history_registration
         )
+
+
+PACKAGE_THREAD_NAMES = ("PromptManagerPromptCleanup", "PromptManagerImageWorker")
+
+
+def package_threads():
+    """Live threads this design owns: the tracker, the image worker, and the
+    watchdog observer and emitters (which have no name of their own)."""
+    from watchdog.utils import BaseThread
+
+    return {
+        thread
+        for thread in threading.enumerate()
+        if thread.name in PACKAGE_THREAD_NAMES or isinstance(thread, BaseThread)
+    }
+
+
+def hooked_app():
+    return types.SimpleNamespace(
+        middlewares=[], on_cleanup=[], on_startup=[], on_shutdown=[]
+    )
+
+
+WAIT_SECONDS = 30  # ceiling for every Event wait (TESTING.md test rules)
+
+
+def start_busy_worker(package, folder, name="busy.png"):
+    """The image worker alive in its processing delay."""
+    handler = package._global_image_monitor.handler
+    if handler is None:
+        raise AssertionError("the package's monitor did not start")
+    handler.processing_delay = 3600
+    # Outside the watched folder, so the observer does not schedule it first.
+    path = os.path.join(folder, name)
+    with open(path, "wb") as image:
+        image.write(b"x" * 16)
+    if not handler.schedule(path) or not handler._worker.is_alive():
+        raise AssertionError("the image worker did not start")
+    return handler._worker
+
+
+class PackageTeardownCase(unittest.TestCase):
+    """Each test loads its own package (#301): the teardown runs once."""
+
+    def setUp(self):
+        self.tmp = tempfile.TemporaryDirectory()
+        self.addCleanup(self.tmp.cleanup)
+        self.addCleanup(lambda: self.assertEqual(open_handles_under(self.tmp.name), []))
+        self.output_dir = os.path.join(self.tmp.name, "output")
+        os.makedirs(self.output_dir)
+        self.db_path = os.path.join(self.tmp.name, "prompts.db")
+
+    def load(self, server=None, require_stopped=True, suffix=""):
+        name = f"pm_teardown_{self._testMethodName}{suffix}"
+        stack = contextlib.ExitStack()
+        self.addCleanup(stack.close)
+        stack.enter_context(contextlib.redirect_stdout(io.StringIO()))
+        package, _ = stack.enter_context(
+            load_package(
+                name,
+                self.db_path,
+                self.output_dir,
+                server,
+                require_stopped=require_stopped,
+            )
+        )
+        return package
+
+    def busy_worker(self, package, name="busy.png"):
+        return start_busy_worker(package, self.tmp.name, name)
+
+    def hold_a_preview(self, package, *, advance, kill_releases):
+        """A preview worker held inside a fake encode that tracks a fake
+        ffmpeg, and a package clock that the monitor step moves by
+        ``advance`` seconds. Cleanups release the encode first."""
+        # Not the watched folder. Real path for both the file and the root:
+        # macOS /var vs /private/var, Windows short names.
+        previews = os.path.realpath(os.path.join(self.tmp.name, "previews"))
+        os.makedirs(previews)
+        from PIL import Image
+
+        image = os.path.join(previews, "held.png")
+        Image.new("RGB", (8, 8), "red").save(image)
+        held = types.SimpleNamespace(
+            entered=threading.Event(),
+            release=threading.Event(),
+            killed=threading.Event(),
+            stop_seen=[],
+            timeouts=[],
+            now=[100.0],
+        )
+
+        class FakeFfmpeg:
+            def poll(self):  # _track keeps only processes still running
+                return None
+
+            def kill(self):
+                held.killed.set()
+                if kill_releases:
+                    held.release.set()
+
+        def held_encode(src, dst, settings, is_video, *, stop, guard, track):
+            track(FakeFfmpeg())
+            held.entered.set()
+            held.release.wait(WAIT_SECONDS)
+            held.stop_seen.append(stop())
+            return {"action": "skipped"}
+
+        api = package.api
+        monitor = package._global_image_monitor
+        real_stop = monitor.stop_monitoring
+        real_close = api.close_auto_thumbnails
+
+        def stop_then_advance(timeout):
+            ok = real_stop(timeout)
+            held.now[0] += advance
+            return ok
+
+        def recorded_close(final=False, timeout=None):
+            held.timeouts.append(timeout)
+            return real_close(final=final, timeout=timeout)
+
+        for target, name, value in (
+            (api, "_get_all_output_dirs", lambda: [Path(previews)]),
+            (api, "_generate_one", held_encode),
+            (api, "close_auto_thumbnails", recorded_close),
+            (monitor, "stop_monitoring", stop_then_advance),
+            (package, "_clock", lambda: held.now[0]),
+        ):
+            patcher = mock.patch.object(target, name, value)
+            patcher.start()
+            self.addCleanup(patcher.stop)
+        self.assertEqual(api.queue_capture_thumbnail(image), "queued")
+        self.addCleanup(held.release.set)
+        self.assertTrue(held.entered.wait(WAIT_SECONDS), "the encode never started")
+        held.thumbnailer = api._auto_thumbnailer  # the teardown drops the API's
+        held.worker = held.thumbnailer._worker
+        # Cleanups run newest first: release the encode, then join the worker
+        # (even when an assertion failed first), then end the patches.
+        self.addCleanup(held.worker.join, WAIT_SECONDS)
+        self.addCleanup(held.release.set)
+        self.assertTrue(held.worker.is_alive())
+        return held
+
+
+class TestPackageTeardown(PackageTeardownCase):
+    def test_an_image_in_hand_queues_no_preview_during_teardown(self):
+        package = self.load()
+        monitor = package._global_image_monitor
+        real_stop = monitor.stop_monitoring
+        image = os.path.join(self.output_dir, "in_hand.png")
+        from PIL import Image
+
+        Image.new("RGB", (8, 8), "red").save(image)
+        seen = {}
+
+        def stop_with_an_image_in_hand(timeout):
+            # The worker read ``thumbnail_queue`` before the detach and now
+            # hands its finished image over (at exit, Python 3.12+ refuses a
+            # new thread here and logs a traceback).
+            seen["queued"] = package.api.queue_capture_thumbnail(image)
+            seen["worker"] = package.api._auto_thumbnailer
+            return real_stop(timeout)
+
+        with (
+            mock.patch.object(
+                package.api,
+                "_get_all_output_dirs",
+                return_value=[Path(os.path.realpath(self.output_dir))],
+            ),
+            mock.patch.object(
+                monitor, "stop_monitoring", side_effect=stop_with_an_image_in_hand
+            ),
+        ):
+            result = package._stop_background_work()
+        self.assertEqual(seen["queued"], "skipped")
+        self.assertIsNone(seen["worker"])
+        self.assertTrue(all(result.values()), result)
+
+    def test_teardown_kills_ffmpeg_and_stops_the_preview_worker(self):
+        package = self.load()
+        held = self.hold_a_preview(package, advance=4.0, kill_releases=True)
+
+        result = package._stop_background_work()
+
+        self.assertTrue(held.killed.is_set())
+        self.assertEqual(held.timeouts, [6.0])  # min(30, 10 - 4)
+        self.assertTrue(result["thumbnails"], result)
+        self.assertFalse(held.worker.is_alive())
+        self.assertEqual(held.stop_seen, [True])
+
+    def test_on_cleanup_runs_the_teardown(self):
+        app = hooked_app()
+        package = self.load(fake_server_module(app=app))
+        self.assertIs(app.on_cleanup[0], package._stop_background_work_on_cleanup)
+        self.assertIsNone(package._background_work_result)
+
+        async def run_cleanup():
+            for callback in list(app.on_cleanup):
+                await callback(app)
+
+        asyncio.run(run_cleanup())
+        self.assertEqual(
+            package._background_work_result,
+            {"monitor": True, "thumbnails": True, "tracker": True},
+        )
+
+    def test_teardown_runs_before_history_dispose_at_exit(self):
+        with mock.patch("atexit.register", wraps=atexit.register) as register:
+            package = self.load(fake_server_module(queue_task_done=True))
+        registered = [call.args[0] for call in register.call_args_list]
+        registration = package._history_registration
+        self.assertIsNotNone(registration, "history did not register")
+        self.assertIn(registration.dispose, registered)
+        self.assertIn(package._stop_background_work, registered)
+        # atexit runs newest first: the teardown before the history dispose.
+        self.assertGreater(
+            registered.index(package._stop_background_work),
+            registered.index(registration.dispose),
+        )
+
+
+class ListHandler(logging.Handler):
+    def __init__(self):
+        super().__init__(logging.INFO)
+        self.lines = []
+
+    def emit(self, record):
+        self.lines.append(f"{record.levelname}:{record.getMessage()}")
+
+
+class TestPackageTeardownOnce(PackageTestCase):
+    """The tests that only observe one plain teardown share one package.
+
+    The teardown runs once, so it runs here in ``setUpClass`` (per-test
+    ``assertLogs`` cannot wrap it); the tests read what it recorded.
+    """
+
+    package_name = "pm_teardown_once"
+
+    @classmethod
+    def setUpClass(cls):
+        with contextlib.redirect_stdout(io.StringIO()):
+            super().setUpClass()
+        package = cls.package
+        cls.monitor = package._global_image_monitor
+        cls.observer = cls.monitor.observer
+        cls.tracker_thread = package._global_prompt_tracker.cleanup_thread
+        cls.worker = start_busy_worker(package, cls.tmp.name)
+        cls.recorder_before = cls.monitor.review_recorder
+        logger = logging.getLogger("prompt_manager.init")
+        handler, level = ListHandler(), logger.level
+        logger.addHandler(handler)
+        logger.setLevel(logging.INFO)  # otherwise set by the config
+        try:
+            with mock.patch("atexit.unregister", wraps=atexit.unregister) as unregister:
+                cls.result = package._stop_background_work()
+        finally:
+            logger.removeHandler(handler)
+            logger.setLevel(level)
+        cls.log = "\n".join(handler.lines)
+        cls.unregister_calls = unregister.call_args_list
+
+    def test_teardown_stops_every_part_once(self):
+        expected = {"monitor": True, "thumbnails": True, "tracker": True}
+        self.assertEqual(self.result, expected)
+        self.assertEqual(list(self.result), ["monitor", "thumbnails", "tracker"])
+        self.assertIn("Background work stopped in", self.log)
+        self.assertIn("monitor=ok thumbnails=ok tracker=ok", self.log)
+        self.assertFalse(self.worker.is_alive())
+        self.assertFalse(self.observer.is_alive())
+        self.assertFalse(self.tracker_thread.is_alive())
+        copy = self.package._stop_background_work()
+        copy["monitor"] = False  # a copy: the stored result is unchanged
+        with mock.patch.object(self.monitor, "stop_monitoring") as again:
+            self.assertEqual(self.package._stop_background_work(), expected)
+        again.assert_not_called()
+
+    def test_teardown_detaches_the_monitor_callbacks(self):
+        self.assertIsNotNone(self.recorder_before)
+        self.assertIsNone(self.monitor.review_recorder)
+        self.assertIsNone(self.monitor.thumbnail_queue)
+        self.assertIsNone(self.monitor.output_listener)
+
+    def test_teardown_removes_its_atexit_callback(self):
+        self.assertEqual(
+            self.unregister_calls, [mock.call(self.package._stop_background_work)]
+        )
+
+
+class TestPackageTeardownFailures(PackageTeardownCase):
+    """A failing step never skips the later ones (design D14, R2)."""
+
+    def assert_tracker_stops_after(self, error):
+        package = self.load(require_stopped=False)
+        monitor = package._global_image_monitor
+        tracker_thread = package._global_prompt_tracker.cleanup_thread
+        with (
+            mock.patch.object(monitor, "stop_monitoring", side_effect=error),
+            self.assertLogs("prompt_manager.init", "WARNING") as logs,
+        ):
+            result = package._stop_background_work()
+        self.assertFalse(result["monitor"])
+        self.assertTrue(result["tracker"])
+        self.assertFalse(tracker_thread.is_alive())
+        text = "\n".join(logs.output)
+        self.assertIn("Background work not stopped in time", text)
+        self.assertRegex(text, r"not stopped in time \([0-9.]+ s\): monitor$")
+        self.assertIn("Traceback", text)
+
+    def test_teardown_step_failure_does_not_skip_later_steps(self):
+        self.assert_tracker_stops_after(RuntimeError("stop failed"))
+
+    def test_second_interrupt_does_not_skip_the_tracker(self):
+        self.assert_tracker_stops_after(KeyboardInterrupt())
+
+    def test_an_interrupt_between_steps_still_records_the_teardown(self):
+        package = self.load(require_stopped=False)
+        real_step = package._teardown_step
+
+        def interrupted_before_the_previews(name, stop, logger):
+            if name == "the preview worker":
+                raise KeyboardInterrupt  # outside the step's own try
+            return real_step(name, stop, logger)
+
+        with (
+            mock.patch.object(
+                package, "_teardown_step", interrupted_before_the_previews
+            ),
+            mock.patch("atexit.unregister", wraps=atexit.unregister) as unregister,
+            self.assertRaises(KeyboardInterrupt),
+        ):
+            package._stop_background_work()
+        expected = {"monitor": True, "thumbnails": False, "tracker": False}
+        self.assertEqual(package._background_work_result, expected)
+        unregister.assert_called_once_with(package._stop_background_work)
+        with mock.patch.object(
+            package._global_image_monitor, "stop_monitoring"
+        ) as again:
+            self.assertEqual(package._stop_background_work(), expected)
+        again.assert_not_called()
+
+    def test_teardown_reports_a_preview_worker_still_held(self):
+        package = self.load(require_stopped=False)
+        held = self.hold_a_preview(package, advance=9.95, kill_releases=False)
+
+        with self.assertLogs("prompt_manager.init", "WARNING") as logs:
+            result = package._stop_background_work()
+
+        self.assertTrue(held.killed.is_set())
+        self.assertEqual(len(held.timeouts), 1)
+        self.assertAlmostEqual(held.timeouts[0], 0.05, places=6)
+        self.assertTrue(held.thumbnailer.closed)
+        self.assertFalse(result["thumbnails"], result)
+        self.assertRegex("\n".join(logs.output), r"not stopped in time .*thumbnails")
+        held.release.set()
+        held.worker.join(WAIT_SECONDS)
+        self.assertFalse(held.worker.is_alive())
+        self.assertEqual(held.stop_seen, [True])
+
+    def test_teardown_shares_one_deadline(self):
+        package = self.load(require_stopped=False)
+        now = [100.0]
+        seen = []
+
+        def step(timeout, **_):
+            seen.append(timeout)
+            now[0] += 6.0
+            return True
+
+        with (
+            mock.patch.object(package, "_clock", lambda: now[0]),
+            mock.patch.object(
+                package._global_image_monitor, "stop_monitoring", side_effect=step
+            ),
+            mock.patch.object(
+                package.api,
+                "close_auto_thumbnails",
+                side_effect=lambda final=False, timeout=None: step(timeout),
+            ),
+            mock.patch.object(
+                package._global_prompt_tracker, "shutdown", side_effect=step
+            ),
+        ):
+            package._stop_background_work()
+        self.assertEqual(seen, [5.0, 4.0, 0.0])
+
+
+class TestRepeatedLoads(PackageTeardownCase):
+    def test_repeated_loads_leave_no_threads(self):
+        for round_ in range(3):
+            before = package_threads()
+            with contextlib.redirect_stdout(io.StringIO()):
+                with load_package(
+                    f"pm_teardown_repeat_{round_}",
+                    self.db_path,
+                    self.output_dir,
+                ) as (package, _):
+                    self.busy_worker(package, f"busy_{round_}.png")
+                    started = package_threads() - before
+                    self.assertTrue(started, "the package started no thread")
+            left = {t for t in package_threads() - before if t.is_alive()}
+            self.assertEqual(left, set(), f"round {round_}")

tests/test_inspection_semantics.py

@@ -59,6 +59,7 @@ def _minimal():
             {"class": "VAEEncode", "slot": 0, "strategy": "continue", "input": "pixels"}
         ],
         "stage_inputs": {"shaped": ["positive"], "with_model": ["samples"]},
+        "pass_through": {"skip_inputs": ["clip"]},
         "facts": {
             "configuration_outputs": {},
             "model_outputs": {},
@@ -690,6 +691,18 @@ class ValidationTest(_TableCase):
             (lambda d: d["stage_inputs"].update(shaped="pipe"), "input name"),
             (lambda d: d["stage_inputs"].update(with_model=["positive"]), "both"),
             (lambda d: d["stage_inputs"].update(shaped=["model"]), "model"),
+            (lambda d: d.pop("pass_through"), "category"),
+            (lambda d: d["pass_through"].update(extra=["x"]), "pass_through"),
+            (lambda d: d["pass_through"].update(skip_inputs="clip"), "input name"),
+            (lambda d: d["pass_through"].update(skip_inputs=[]), "input name"),
+            (
+                lambda d: d["pass_through"].update(skip_inputs=["clip", "clip"]),
+                "repeated",
+            ),
+            (
+                lambda d: d["pass_through"].update(skip_inputs=["conditioning"]),
+                "carries text",
+            ),
             (
                 lambda d: d["facts"]["configuration_outputs"].update(
                     X={"kind": "sigmas", "fields": ["steps"], "type_fields": []}