A combo saved from picked nodes shows each model as a card like the model
library's: the cover with its slot written on it, the name and node below,
a click on the card (or Change on the cover) picks another model. The
default combo's main models and LoRAs to pick from are cover cards side by
side instead of wide rows; its empty cover is a class, not inline styles.
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>
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>
The header's button rules are !important, so a <button> chip lost its own
colours and size; it is a span again, with role="button", a tab stop and
Enter / Space opening its explanation. The start-up line about
allow_remote_changes is flushed at once, so it shows even when ComfyUI's
output goes to a file.
Checked on an isolated ComfyUI behind a stand-in gateway that adds
X-Forwarded-For (as a cloud platform's proxy does): without the file the
page is view only and changes answer 403; with it the chip reads "remote
changes on" in yellow, a scan choice is saved and reset, and a picked
offline scan runs to the end.
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>
The rule that hides the list column while a workspace is open matched
the workspace panel's style attribute inside :has(). Chrome then treats
every inline-style write on the page as a possible change and restyles
the whole page, so extensions that move their buttons every frame took
a large workflow's canvas down to 2-3 fps. The container now gets an
anomalous-workspace-open class from a MutationObserver on the panel's
style (every module opening a workspace sets its display), and the CSS
keys off that class.
Found, measured and fix proposed by Lindemellis in issue #22.
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>
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>
A prompt quoted on one line in a Civitai description made the whole details column scroll sideways.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The ⋯ menu opened over the path line and the description, and two of its three entries
(copy path, copy file name) were rarely needed. The path bar sat between the buttons and the
description. Now the file's path, Copy and Delete model are the quiet foot of the details, and
Folder's tooltip shows the path.
In a narrow window the folder drawer went back into the page's layout the moment it closed and
shrank from 270px, squeezing the page as it slid; it now stays positioned over the page.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- The Combos workspace sat in a lighter, inset box with a shadow, a second "Combos" heading
and a red close: it now fills the page in the page's colour like Workflows; its bar shows
only in the editor, with "← All combos" (Esc presses it, the rail and Esc close the page).
The explanation folds behind ? and shows by itself while there are no combos.
- A model's description (Civitai's HTML) keeps h1-h6 near the text size.
- CHANGELOG for these and the folder column.
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>
From a Bilibili comment (buttons small and in five places, the file name twice, a title bar
of little use), layout B chosen by the user from three mockups:
- The title bar goes. The head (new model_detail_head.js) tops the right column: a crumb
back (Models / LoRA, or where history leads; still .anomalous-detail-back, so Esc presses
it), the name, the source line with the source links, and one action row: Add node (the
one accent button), Edit, Folder, Outputs, and ... with Copy path, Copy file name, Delete.
- Delete asks in AMB's dialog instead of window.confirm, and is no longer beside Add node.
- model_location.js: one path line with Copy; Show in folder is exported for Folder.
- action_menu.js: the small menu the gallery card's right-click had, shared with the ...
- Narrow (no cover column), a 64 px cover sits beside the name.
- Gone: the jump-to-bottom button, the full-width Outputs button, the location card's file
name row, and their locale keys (back, backToPrev, detailJumpToBottom,
detailPhysicalFilename, detailFullPath).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- A video card plays its video muted while the pointer is on it, or while in view when
Settings -> Video covers says always play (the model covers' rule). The <video> exists only
while playing, so a page of videos decodes nothing at rest; it lets clicks and drags through.
- The viewer sizes a video to the window (keeping its shape): 480p outputs looked small.
- Double-click in the viewer toggles full screen (checked afterwards so a browser that does it
natively does not toggle twice).
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>
From a Bilibili comment (2026-10-13):
- Esc closes the top layer: a dialog or menu (the plugin's alert and confirm
now close on Esc, as OK / Cancel), else the Workflows / Combos workspace,
else the browser. One capture listener decides before the layers act, so a
dialog closing on the same Esc still counts as above. The shortcut and the
Extensions entry toggle the browser.
- A model's file card has Show in folder: POST /anomalous/open_model_folder
(api/model_folder.py) takes type, folder index, subfolder and file name,
never a path, and opens Explorer / Finder with the file selected; a POST,
so local_guard keeps it to this computer. The card moves out of
ui_detail.js into model_location.js.
- A gallery card's right-click menu (gallery_card_menu.js): Insert as a Load
Image node reads the output file in place ("name.png [output]"), and View
Parameters.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
On a combo saved from canvas nodes, once the page was scrolled a little,
"‹ All combos" opened the model picker: Chrome hit-tested the model covers
(overflow: hidden) that had scrolled under the header as still there. The
combo editor's scroll box gets clip-path: inset(0), like the recipe details
on 2026-10-09. lessons.md records it as the second time, with the sweep that
finds it.
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>
With ComfyUI started with --listen, other devices could use most of AMB's
actions: delete and rename models, save and delete workflows and prompts,
start downloads and scans, export a backup of all data, translate with the
user's key, change settings, switch the plugin version. A probe of all
routes as a LAN device found 9 of 112 refusing.
api/local_guard.py is one middleware in front of every /anomalous/ route:
anything but GET answers only this computer unless it is a read sent as POST
(OPEN_POSTS); a GET is open unless it is more than a read (LOCAL_GETS:
backup file, GitHub releases, local folders). Local = loopback peer, no
proxy headers, loopback Host (DNS rebinding is refused too). Refusals are
403 local_only with a bilingual message; GET /anomalous/access lets the page
show a "view only" chip (remote_view.js). AGENTS.md rule 4 now names it.
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>
The scan card opens on two rows of the models' covers, newest first, with an
empty dashed frame for each model not scanned yet (they pulse while a scan
runs): what a scan does, in a picture. The ring, which said the same as the
line under it and the state bar, is gone; narrow, nothing sits alone above
the card any more. The scan summary carries up to 48 covers of scanned models
(components left out) for it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
