"Reference audio and emotions" replaces Edit emotions: a large window with
the voices on top (main voice, emotions, new emotion) and every clip of the
character below, one row each (listen, file and length, its line editable
in place, where else it is used, Main / Aux for the voice picked), with
filters, search and paging. Auxiliary references (timbre averaged in, v1 /
v2 / v2Pro), fixed lines (`lines`) and lengths need Anomalous_TTS
interface 18. tts_voice_refs.js holds the rules; the old clip search and
merge helper go.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Every script is a draft, saved on its own in ComfyUI's user folder
(anomalous_model_browser/voice_over_drafts.json through /userdata), read
again and joined before each write so two tabs keep each other's drafts.
A bar over the script names it and leads to New, Drafts and Close; the box
shows a card per draft (open, rename, copy, delete) and Recently deleted
(30 days). A reload opens the draft that was open; a file voiced again
from the gallery becomes a draft of its own; the one localStorage draft
of the earlier build moves in once.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The side panel changes one layer at a time under a path (Whole script ›
character › line); each layer has the same rows (speed, tone, language),
each saying where its value comes from, with ↺ to follow the layer above.
The more particular wins: line, character, whole script, the character's
usual settings. The whole script's values go into the node's inputs and
only lines that differ get tags. Lasting settings are links at the foot.
The script is kept as a draft in this browser and comes back after a
reload; editing the text keeps unchanged lines' own settings.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The side panel follows what is picked: the whole script, one character in
it (its language, speed and mode for this script), or the picked lines (who
reads them, and their own values, each following the character until set).
A line set for itself carries a tag on its card. The values reach
Anomalous_TTS interface 17 as [lang:…][speed:…][preset:…] on each line;
an older node reads the whole script as before. Clicking a character in the
cast now shows it instead of giving it the picked lines.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A download by name says where the list's file is; an entry of no stated type no longer
fits a node of known type; without the Manager, the page says it would be one more
source. docs/model-check-rules.md gets a section on the Manager.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Keep -> Its combo now saves the nodes upstream of the picture's samplers' model and prompt
inputs (loaders, LoRA chains, CLIP skip, both prompts) as a node-structure combo, values
untouched; models are named by where they are here, missing ones kept by the picture's name.
A workflow without a sampler still gives the simple combo.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A bar over the canvas finds combos, models and saved prompts as you type
(GET /anomalous/quick_index lists the models in a few words) and puts the chosen one
where the pointer was. Also in the empty canvas's right-click menu, now registered.
Saved model paths in a linked model folder get their real place.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A node's menu offers Open in AMB, change model by picture, insert a LoRA before / after,
saved values, the model's pictures and details, save values and save as combo, each where
it applies; the empty canvas's menu opens AMB's pages. Entries can be switched off, moved,
and put in one AMB submenu or right in the menu. The model picker's Esc closes only the
picker, wherever the focus is.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The card shows the output image with the main model's cover as a badge; the name is the
first LoRA (else the main model) and two telling tags; the toast after keeping shows the
picture and renames the combo on the spot, and the editor's title renames on a click and
opens the picture.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
With Settings set to the hidden .amb folder on this computer, nine tests
read the real api/config.json and looked for side files in the wrong
place. tests/isolated_layout.py points model_sidecars at no config, so
the tests that write side files always get the default.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A user found model folders cluttered after scans: four files per model.
model_sidecars.py now says where the plugin's own side files are (.info,
.anomalous.json, .civitai_bak.*): beside the model, or in the folder's
hidden .amb (Settings -> Models -> Files that come with models). Every
reader and writer goes through it and reads both places; covers stay
beside the model for ComfyUI and other plugins.
Scans no longer keep a copy of Civitai's picture identical to the cover:
the cover is noted as Civitai's (SHA-256 in the .info) and a copy is kept
aside only while the user's own cover shows. api/sidecar_layout.py moves
existing files and drops the duplicates to the Recycle Bin. The folder
tree leaves .amb out; the duplicated tree builder and cover owner check
are shared now (model_catalog.py, backup.py back under 600 lines).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Pick lines on Voice-over (click; Ctrl / Cmd adds, Shift a run; Esc lets
go) and click a character in the list on the left to have it read them;
with none picked, the click changes who reads by default. On Voice-over
the list is the cast: narrower, characters with their colours, and a
click never leaves the page. Cards show who reads each line in its
colour, with that character's emotions; the bundle carries [name] where
the speaker changes, so generating, the cards' listen button, pushing,
dragging and copying follow it, and a file voiced again from the audio
gallery keeps its speakers. The character cards' Voice-over button is
gone. The workflow actions move to ui_script_workflow.js and the cast
helpers to ui_script_cast.js, keeping the director under 600 lines.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
On the narrow side the scale joins the numbers in one fold and the long
notes became one sentence with the mode's description, so the side fits
without scrolling at a mid-size window; the side is a little wider. A
dropdown beside Listen shows which line of the script is read (#1 at
first) and picks another; the takes heard follow that line.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A mode is shown against one fixed mode (the default preset in Settings,
Auto on Voice-over): a steady-to-lively scale with both marked and a
sentence ("a little livelier than your default"); the numbers move into a
fold. Listening reads one line with one seed through Preview Audio, only
the mode changing; takes are kept, and the modes heard stay as buttons to
compare. Settings picks the character and the line; Voice-over uses the
script's first sentence.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
GPT-SoVITS Settings and the Script Director share one switch: the modes
as choices, the picked one's numbers drawn like the Current node card
(two bars, before -> now, an arrow), each with its plain and its node
name, editable in place and saved into the preset. Settings gets Make
default / Reset / + New / Rename / Delete around it. The Script Director
replaces its folded fine-tuning numbers (which showed the node's defaults,
not what the presets used) with Auto or one preset for the whole script,
sent as the node's preset input, plus links to the presets and to the
character's generation settings; Save as default keeps the language and
speed and leaves the rest of the character's defaults alone.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The numbers table marks values that differ between presets and changed
built-in values (with the built-in one), like the compare window; built-in
presets reset one by one or together. New presets start as a copy, are
named by the user and can be picked everywhere. A character's generation
settings show each row's numbers in effect next to the general ones.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
For Anomalous_TTS interface 16: the default preset (Steady / Standard /
Lively), a preset for each pair of languages the characters can meet and the
presets' numbers, saved at once to the node's presets file; a Generation
settings button on character cards for the character's own preset, speed and
numbers, as a whole and per language. Older nodes get a pointer to the update
line instead.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The version manager takes an optional Checkout, so the companion node pack is
handled like the plugin itself: api/tts_version.py finds it among the
custom_nodes folders by its node class and accepts only a git clone of the
official repository; releases are fetched only on "Check for updates", an
update checks out the newest stable tag and can be undone. A checkout without
the release tags (cloned before it, then pulled) is matched by ls-remote.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Character cards show the version Anomalous_TTS reports (interface 15). The
v3/v4/v5 base models and vocoders are listed, counted and reminded of only
when a character or a dropped SoVITS file needs them; the import tells an
unreadable SoVITS file from a version an older node cannot use.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
With many models, or models on a network drive, every visit to the scan
page read every folder and, after a restart, every new model's header
again (79 s for 1041 models on an AutoDL model disk).
api/model_heads.py keeps what each file's header says by real path, size
and time in user/anomalous/model_heads.json (at most 50,000 files, the
longest unused dropped first, written a few seconds after the last
change, only once setup_routes called keep_on_disk); get_metadata reads
headers through it, so a header is read once per file version.
scan_summary keeps the last summary (memory, and scan_summary.json when
it changed); ?quick=1 hands it out at once and the page shows it with
"showing the last counts while they are updated", then the fresh ones.
Requests meanwhile await one count (_fresh). The models found on Civitai
(components apart, at most 5000 kept) are listed by GET
/anomalous/scan_matched; the page's "Found on Civitai" count opens them,
with Civitai's name, base model, a box to find one by name and Open.
Checked on the isolated ComfyUI reading the real loras and checkpoints
read-only (scans stubbed; no file there changed): the last counts showed
at once also after a restart, the fresh ones replaced them, the found list
had 68 models with names, the box filtered, Open and Back returned to it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Before an online scan (the scan page, a card's radar, after a download or
an import), scan_connection.js asks GET /anomalous/civitai_check, which
tries both of Civitai's addresses. When neither answers, a dialog says
why and offers Scan from the files (the offline scan, so nothing waits on
every model), Set a proxy (Settings → Models, Network) or Cancel. A check
that reached Civitai is trusted for five minutes. anomalousConfirm takes
okClass, so this choice is not drawn as a delete.
A model that is a link with no info beside it shows the info beside the
file it links to (metadata._info_base): A1111's Civitai Helper leaves
.civitai.info there. Only read there; covers, edits and scans stay beside
the link.
Checked on the isolated ComfyUI with the check and the scan request
stubbed in the page: the dialog's three choices (from files posts
offline_only, set a proxy opens the Models tab, cancel posts nothing),
an answering Civitai scans online without asking, and a second scan
skips the check.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
1.60's own places that took a model file by name use the new helpers
too: the scan choice (model_file_within), the editor's covers, Tidy's
move (model_reference_within). Opening a folder keeps 1.60's "no file
name opens the folder". move_into tells a rename from a copy by where the
link is (lstat), so Tidy moving a linked model renames the link instead
of copying the model disk's file onto the server. The open-folder test
stubs through path_utils and also refuses "..".
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
On an AutoDL server every model in the models folder is a link into the
platform's shared, read-only model disk, named like 6b4679... without an
extension. Scans wrote the .info beside the link, but get_metadata
resolved the path and read beside the disk's file: a scanned model
showed as not scanned, under the disk's file name. Delete, edit, open
folder, MCP and saved-workflow lookups resolved the file too, so they
refused it as outside the models folder (or, for a link inside it, would
have acted on the file behind it).
path_utils.model_file_within joins a resolved folder with a bare name
(require_filename, which now refuses "." and ".." too);
model_reference_within resolves the subfolders of a relative path inside
the root, through links as before, and takes the file as named.
get_metadata reads beside the path it is given (abspath). Edits, renames
and deletes act on the link; nothing writes into a model file.
Checked with a link stood in by patching realpath (this computer cannot
make links): the info beside the link is read and the name is the
link's; "..", ".", "a/b" and a relative path leaving the root are refused.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
On an AutoDL server civitai.com timed out while civitai.red, Civitai's
other address with the same API, answered in about a second, so scans
there fell back to guessing from the files.
civitai_client.api_hosts gives both addresses, the one that answered
last first; the scan's lookups, import's and Model Check's
(download_sources._civitai_json) and the network test ask the other one
when the first does not answer at all. An HTTP error is Civitai's own
answer and is not asked again. The test answers which host answered,
and Settings says so when it was civitai.red.
The pictures stay on image.civitai.com, which such networks often cannot
reach either: after COVERS_DOWN_AFTER (2) covers in a row that would not
download, a scan fetches no more covers instead of waiting on each.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
On a cloud server with 1041 models not scanned yet, on the platform's
network model disk, GET /anomalous/scan_summary took 79 s, each time the
page opened, and the page stayed blank meanwhile: it read each new
model's header (for "looks like no drawing model") one after another.
The headers are now read 16 at a time (HEAD_READERS) and through
get_metadata, whose cache keeps each answer until the file changes, so
the page opened again reads none of them and the picker after it finds
them there. Opened afresh, a count slower than 400 ms shows "Counting
your models…" instead of a blank page.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Cloud users had to find the plugin folder and make allow_remote_changes
themselves. GET /anomalous/access now also answers another device with
"command": the line that makes the file (touch, or echo off > on Windows,
which works in cmd and PowerShell), or removes it when it is there, with
this server's real path, quoted. The chip's dialog shows it with a Copy
button; when the browser refuses the clipboard the line is selected for
Ctrl+C. The line only runs where someone pastes it, on the server.
anomalousAlert takes options.copy; copyText moved from ui_share.js to
ui_dialog.js so both use it.
Checked behind the stand-in gateway: without the file the dialog offers
the line that makes it, with the file the line that removes it; both
Windows lines tried in cmd and PowerShell.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ComfyUI on a rented cloud server (AutoDL, RunPod) is only ever opened
from another device, so since v1.58.1 the plugin was view only there.
An empty allow_remote_changes file in the plugin folder, made on the
server and read once at start, now makes local_guard.may_change true for
every request; the middleware and the routes that check for themselves
(import, placement, scan choice, recipe focus) use it. is_local stays for
import's search of this computer's Downloads and for MCP. The page cannot
make or remove the file, and the file is git-ignored.
GET /anomalous/access answers {local, changes}. The header chip is now a
button: "view only" says what is refused and the two ways for cloud users
(SSH tunnel, the file); with the file it reads "remote changes on", in
yellow, and says that anyone with the address may change things.
docs/guides/cloud-server.md explains both ways and the risk; README,
AGENTS.md rule 4, backend.md and the CHANGELOG (v1.61.0) say so too.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A pack used only through its panels or buttons leaves no record, so the
user can mark it as still in use (POST /anomalous/usage/keep, kept in
user/anomalous/usage_kept.json, only packs ComfyUI loaded). Marked packs
leave the groups for a list of their own; Unmark undoes it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A node put on the canvas or a workflow opened and never run read as
"never used". The page now notes what each opened workflow holds
(usage_notes.js, POST /anomalous/usage/opened, kept apart from runs in
the run record) and the open tabs just before a check.
Packs whose nodes went unused but which also add to the page (buttons,
menus, monitors) get their own group: unused nodes do not say the pack
is. The packs count covers only packs that work through nodes alone.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ComfyUI keeps no lasting note of what a run used, so AMB now notes each
queued run's node types and model files (on_prompt hook, user/anomalous/
usage_ledger.json). "Not used lately" reads it with the outputs, now
sounds too, and the saved workflows, and judges nothing that came in the
last 30 days; while the record is younger than the group shown, the page
says so.
Node packs get their own page: installed for how long, whether they add
to the page, which packs take what only they make, and a button opening
ComfyUI Manager's node list searched for the pack. Packs without nodes
are listed apart, as nothing can tell whether they are used.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A Bilibili user asked for a way to clear out models and node packs they
tried once and no longer use, without breaking other workflows.
api/model_usage.py (GET /anomalous/usage/check, this computer only, run
on a press): when each model and node pack was last used, from the PNG
outputs' prompts (image_search's cached records now keep node types) and
the saved ComfyUI workflows, recipes, combos and parameter sets; models
match by path, file name or scanned SHA-256; reading is capped and
nothing is deleted there.
ui_model_usage.js under Tidy's two steps: not used for 30 / 90 days or
never, biggest first, the last output's date, a warning when a saved
workflow still names a model; picked models go to the Recycle Bin. Node
packs are only listed, with a button that opens the installed ComfyUI
Manager's node list (Manager 4 or 3, probed by its own routes; without
one it says so).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A Bilibili user's scan said Civitai could not be reached while their
browser reached it through a VPN app: the plugin's urllib requests only
use HTTPS_PROXY or the Windows proxy, not a PAC script or a browser-only
proxy.
net_proxy.py: the proxy address saved in api/config.json (NETWORK_PROXY)
that every request of the plugin goes through (Civitai, Hugging Face,
GitHub, translators), handed to the scan process as HTTP(S)_PROXY; empty
keeps the old behaviour. It also names why a request failed (timeout,
refused, dns, ssl, reset, proxy, http:<code>).
Settings -> Network has the address (SOCKS and malformed ones refused
with what to write) and Test connection, which calls 1.60's
/anomalous/civitai_check (brought here unchanged, now through the proxy
and with the failure's name). A scan that loses Civitai records why
(civitai_error) and the scan page and activity log say it with what to
try.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
New users did not know to scan first. Until anything is scanned, Home shows a card with four
steps and "Set up for me": GET /anomalous/civitai_check (api/network_check.py, local requests
only) says whether Civitai answers and whether a set key is refused; when it does not, the card
offers Retry (with a proxy) or an offline scan. The scan never renames files or refetches,
whatever the scan page was set to; the card follows its progress. Never a popup; "Later" hides it
per browser and Home's "New here?" line brings it back.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
AMB read models only from ordinary drop-downs, so rgthree's Power Lora Loader (rows are
{on, lora, strength} objects) was invisible: Model Check never reported its missing LoRAs.
Now its switched-on rows are Model Check boxes (lora_nodes.js powerLoraRowBoxes: ComfyUI's LoRA
list as choices, a fix changes only the row's LoRA; downloads put files in the same way), saved
fingerprints and a picture's model search read them, the workflow summary lists them, and saved
model references include them and Easy-Use LoRA stack rows (nodeModelValues /
_model_reference_values, mirrored). Only these widely used nodes; ComfyUI's loaders stay the
reference.
recipe_parser.js was over 600 lines: which LoRAs a node loads moves to recipe_loras.js and the
box readers to recipe_widgets.js.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Stacking many LoRAs made a long chain of Load LoRA nodes. A default combo now says which LoRA
node it is laid out with (data.loraNode: ComfyUI's own chain, rgthree's Power Lora Loader, or
Easy-Use's LoRA stack + Apply LoraStack), chosen under New or in its editor; the third-party ones
are offered only when installed, and a missing one falls back to ComfyUI's own and says so.
Save as combo lost a Power Lora Loader's rows (object values were not stored): they are kept as
the node's rows, made again before the slots are filled, each row's LoRA a slot.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The list column showed every type's tree (raw folder names, [Root] rows with 0, nothing marking
where you are), repeating the type chips above it. Now (ui_folder_list.js) it follows the chips:
the type's heading with "📂 Open", All, its subfolders as a tree whose numbers count their
subfolders (empty ones dimmed, folding per session in owner.collapsedFolders), and "In the top
folder" for models directly in the type's folder; the listed one is marked.
A Bilibili comment asked for quick ways to open model folders: POST /anomalous/open_model_folder
without a file name now opens the folder itself (type root or subfolder; still by type, index
and subfolder, never a path, local only). Tests in tests/test_model_folder.py.
Gone: the every-type tree, Expand / Collapse all, expandedFolders and their locale keys.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Follow-up to PR #21:
- The header shows All / Pictures / Videos beside the search (only once the output folder has
a video) instead of twelve chips; the formats move to Settings -> Gallery, stored as hidden
so a format added later shows.
- GET /anomalous/gallery_images lists pictures only unless media= says otherwise, so the recipe
cover picker and the MCP image search are unchanged; hide= drops formats (jpg covers .jpeg);
has_videos tells the gallery whether to offer the switch. .avi is left out (Chrome cannot
play it), .avif is a picture format in the filter too.
- The viewer stops the video however it closes (Esc included).
- Video cards have no View parameters, star or right-click menu, and the workbench steps
through pictures only.
- 图库, not 画廊; the 1.59 CHANGELOG entry credits cocorang and wkdtjs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
MCP now uses local_guard.is_local (one local check). A backup upload
request that is no upload answers 400 instead of 500. tests/test_local_guard.py.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A line on top of the parameters: the set last put into this node and when,
what changed since (with Put them back), and a "last put in" mark on its
card and column. Remembered in this browser per workflow and node (the
newest 100), forgotten when the receipt undoes it, and dropped from view
once none of the values it changed is left. Without a record, the line says
which saved set the values match or come closest to (at most 3 apart).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Each saved set for the selected node is a card with the picture made with
its values (or the kept picture it came from) and a line per source: a
workflow's parameter set (with how many pictures it made, Open shows that
set), a kept picture (See it), or saved here, with the day. Changes are
drawn: numbers as two bars with an arrow, choices as old -> new; what stays
says why; Show all lists every value. Compare opens the whole workflow
against the canvas. With two sets or more, a side-by-side table (picture on
top of each column, changed values marked, Use N under each).
Backend: materials/by_node_type tells each record's origin, kept picture and
preview; parameters/by_node_type gives each set's signature; new GET
/anomalous/parameter_pictures counts the pictures of many sets in one pass,
reading each picture's signature once per file version.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The editor is rebuilt (it was inline styles everywhere): the cover large
with its choices under it (the current one, Civitai's own when the user
replaced it, the newest pictures, upload, the whole gallery), Name, Source
link and Notes with a word each, Reset / Cancel / Save at the foot. Nothing
is written before Save; fields left as they were are not sent. The source
link (asked for in the "not found" list's hint, but nowhere to type it) is
kept in the user layer; update_metadata refuses one that is no http(s)
address. GET /anomalous/model_covers tells the editor Civitai's kept cover.
A model Civitai does not know: its card reads "推断 <base>", its details
open with a note on what was read from the file and a button to add a name
and link (instead of the English placeholder description), and the scan
page says an online scan infers what Civitai does not find.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
