Every block in api/blocks names what it gives a block after it ("gives": its sampler and its
output node; {} for one that changes the step it is put on) and its own model loader
("own_model"). api/block_chain.py builds a list of steps on a new tab: the picture first, each
next block anchored to what the step before gave, by near_node_id and a new page-only
save_node_id (canvas_roles.js findRoles pins the output node), so a canvas with several
samplers and outputs is no guess. add_nodes' answer names the block it built.
Redraw with another model and face/hand detailing now take the step before's picture
("$save.images") instead of the sampler's decode, which after an enlargement is the older
picture. The two-model routes are built as two-step chains; routes.json no longer names the
loaders.
Checked through the real page on the test ComfyUI: the Tile route on two Anima models (base on
Harem 1.5, Tile redraw on Kirazuri v4, from the base's picture and prompts), then face and hand
detailing after it took the Tile step's colour-matched picture.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Gemini 3.8 Flash on the isolated test ComfyUI after read_guide: a how-to question (7 calls, 0 failed), a picks panel built from the guide's fields (14, 1: a guessed topic name), standard question 3 on scenery (18, 2). 39 calls, 8% failed, no detours (1.63's standard exam: 16%). A wrong topic now lists the topics, so no second call is needed.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
read_guide (api/mcp_guide.py) hands the AI one topic at a time: the README's parts between
<!-- guide:name --> marks (both languages, same names; the Chinese one carries the words the
Chinese window shows), Model Check's rules by section, and the fields of show_panel's blocks.
Long topics come in parts that fit an answer. Nothing is written twice: the topics are the
README's and the rules' own text.
To make room for what 1.64 adds next: show_panel names its blocks and the guide has their
fields (a bad block's error points there), update_panel's details moved there too,
download_status became run_status(downloads=true), track_run's text is shorter. The tool list
went from 43,957 to 42,574 characters with one tool more (53 tools); show_panel no longer needs
a longer-description exception in the budget test.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Viewers could not find the plugin after installing. README install step 2 now has a picture
(both languages) of the cube button at the canvas's top left and the C menu path
Extensions -> Anomalous Model Browser -> Open / Reset floating entry position, and says how
to make the entry easier to spot (labeled pill, large, or the top action bar); a line under
the language links points there.
Taking the picture showed the cube covering the C menu's "New" row: it sat at z-index
2147483000. It is now 1000: over the canvas and its tool layer (999), under the top bar
(1001), menus (PrimeVue, about 1800) and dialogs. Checked on the test ComfyUI.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- ui_model_guide.js (above the description, out of ui_detail.js): Civitai's trigger words,
else the words the LoRA's file suggests (dashed, said to be a guess), the settings its
author's example pictures used, and for a diffusion models file of a known family the text
encoder and VAE it needs with the file of that name found here; one GET
/anomalous/model_guide per page, a newer page cancels it.
- The models page's search finds the header words too.
- Checked on the isolated test ComfyUI with stand-in files: words read now and after an
offline scan, three example pictures summed up, Anima's two parts found by name.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- header_words.py: modelspec.trigger_phrase, else the tags most training pictures share
(ss_tag_frequency, generic ones left out); the scanner keeps them as
anomalous_header_words when Civitai gives no trigger words, metadata gives headerWords,
model search finds them.
- model_kind: Flux Schnell told from Dev (no guidance_in), Z-Image from Lumina 2 (caption
embedder width, a GGUF by parameter count); RULES 3 so kept header answers are read again.
- api/model_guide.py + model_profiles.json: GET /anomalous/model_guide for the model details
(example settings, header words, the text encoder and VAE a diffusion models file needs,
found by name), and get_model's header_words and usage for the AI.
- model_advice.example_settings gives the author's example settings as values;
author_examples says them in words as before.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ComfyUI listening on its LAN address only (#26): the browser on the same computer
comes from that very address, so it was taken for another device. A request whose
peer is the server's own end of the connection, naming that same IP, is local now;
DNS rebinding and proxy headers are still refused.
Opened from another device (#25), the settings page said the proxy's format was
wrong and that Civitai could not be reached, when the server had refused the
request. It now says so, and refusals point to the View only chip.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The README now says in both languages that fingerprints come from this
plugin, what Model Check still does for a workflow without them (a file of
the same name to confirm, the workflow's own links, ComfyUI-Manager's list),
and has a button to the rules page, now also in English. The rules page
names ComfyUI's own model links. Also corrected: interface scale (not font
size), what Import keeps and replaces, the Gates list, and the one-server
note on cloud servers.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A short section in both languages, under the opening lines: not another
WebUI or a ComfyUI replacement, ComfyUI made easier to use; fewer chores,
still ComfyUI's own canvas and nodes (the plugin adds none), and the AI
deciding while the plugin does the work. The opening lines and the
tagline now name saves and the AI workbench too.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Four pictures (Chinese and English) from the isolated test ComfyUI with
scenery only: a Gemini task in the AI workbench, and three saves of one
canvas with the saves bar. Taking them showed the AI workbench stage and
message box and the saves bar staying in the old language after a switch
until a reload: they are drawn again now.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Two items in both languages (let an AI app do it while you watch; try a
change, keep both, go back) and the AI workbench, official examples and
saves in the pages table, with the labels as the window shows them.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- run_workflow takes a gallery picture as its workflow (mcp_fill.opening
says what a name opens, for open_workflow too); a picture's workflow
opens with an id of its own, and the tab's mark goes into the workflow
before it loads, so ComfyUI finishing the tab does not drop it.
- With ComfyUI open in two browser tabs a task's actions were split
between them (one opened the task's tab, the other could not find it):
the page that did the last action gets the next first now, another
only when it is gone (mcp_bridge.py, pages keep an id of their own).
- describe_canvas on a big canvas: titles off, then nodes as a line each
with their settings, so every value stays readable.
- search_models names the models that did not fit; begin_task's tool
directory goes by name alone when the answer would be too long.
- ask_user refuses a "test" question with made-up options too.
- Exam round recorded: question 2 with nothing filed away, a big canvas
read right in 3 calls, question 3 in 12 calls.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- An answer past Antigravity's size is filed away unread (eight LoRA
searches in the exam): search_models answers small (loaders once,
four trigger words, a LoRA's author weight); describe_canvas gives a
big canvas's last nodes a line each; mcp_fit.py keeps any other list
answer within the size and names what it left out.
- An empty canvas: run_workflow, describe_canvas and get_situation say
to open a workflow first; get_image_info says a picture's workflow
opens with open_workflow.
- ask_user does not put a "test" question to the user; a task's picture
count counts what its runs made.
- AMB failed to load now and then: ComfyUI loads every file at once and
ui_ai_workbench.js set ui_ai_toolbox.js's sideHost before it was made
when the toolbox file ran first. Connected on first draw now;
tests/load_order.mjs runs every file first.
- input_facts moved to api/picture_mask.py to keep mcp_tools.py short.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
To change a picture from the gallery the AI had to open the saved card
and set back, one by one, the model, LoRA and prompt the picture had
been made with (8 to 12 calls in the exam). open_workflow now takes a
picture's name too when no saved workflow has it: the server checks
the picture is in the output folder and carries a workflow, and the
page reads it from the PNG and opens it in a new tab, without the
marks of the tab it ran on (the card that tab came from, which
run_workflow would mistake it for, and its group of saves). The tool
list is 18 characters shorter than before.
Retaken with Gemini 3.8 Flash, questions 3 and 4 only: question 3 on a
changed picture went from 28 calls (7 failed) to 21 (4), opening the
picture's own workflow; written into docs/architecture/tool-exam.md.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Gemini 3.8 Flash took all 8 standard questions the 1.63 way (the
question in the task's message, the new task page's sentence to the
AI, a blank canvas each): 128 calls, 16% failed (21% last time), no
detours. Written into docs/architecture/tool-exam.md.
- A task's picture count counted a picture twice when the AI's report
showed the one its run had made; pictures are counted once each now.
- After a switch of language the AI workbench kept rows drawn in the
old one until a reload: syncRows makes a row again when the language
it was drawn in is not the one shown.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A run with Gemini 3.8 Flash asked for picture to picture and built it node by node, 13 failed calls on the way, with an official example ready:
- list_workflows was 23,630 characters on 17 cards, 21,033 of them settings. Antigravity files an answer over about 4,000 away, unread. A list of more than 3 now goes with name, route, tags and short notes.
- Examples showed only when no saved workflow matched, and only by English words: 图生图 found nothing. They are always named now, and found by their Chinese titles, img2img, txt2img and inpaint.
- Every card's route line was empty, and cards_of found nothing, since c84b596: _list_recipes leaves the graph out, and the tests fed cards that had one. Both ask for it now, with a test on a file on disk.
A waiting task the user wrote to also takes its name from what they wrote, instead of the AI's "take the task".
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Anima's VAE takes a batch of pictures for video frames, so a batch of 2 is one picture after the VAE encode of the second pass. The two examples keep their tested route and say to run several times instead, to the user and to the AI.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Current node showed "negative prompt" only on values from a workflow. A material's blocks carried no role, and when a picture and a workflow held the same text the merged card kept the picture's empty one, so a negative prompt could be offered to a positive box with nothing to say so.
- api/materials.py works the role out by what the prompt was wired to, as the material details already do; it reads the stored workflow, so pictures kept earlier get it too.
- node_parameter_sets.js takes the role from whichever source knows it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Going back to a save left the last run's picture on the output node, so the canvas and the picture told different stories.
- api/workflow_saves.py keeps what each output node made, previews too, the newest 16, and read_group gives them as `outputs`.
- ui_snapshot_bar.js puts them on the nodes through the tab's changeTracker (store, restore): no `executed` event, so no plugin takes them for a new run. Several runs sit on the node as a batch does. A node the save has no picture for goes empty; Load Image's own picture stays (snapshot_plan.outputsAt).
The lit number went out every other time with a Preview Image on the canvas, and an empty undo step came with it: a loaded workflow serializes a little differently from its file, and a node gains an empty widget list when it shows a picture. The number now goes out only when the canvas really changed (withoutEmptyValues), and those differences take no step.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Every page in both languages, all themes and at 480:
- Give the window its own text colour: text with none took ComfyUI's, white on the light theme (Tidy headings and file names, the site chip).
- Keep a task's link chip in its row, its x in reach, and colour the next-task chip.
- Let choices in Settings wrap, the Models search shrink, and a workflow's preset row go to two lines.
- Add --amb-on-link for text on the accent: pale in the dark themes, so white was hard to read.
- Lists and colons follow the language (listSeparator, wordColon); tests/words_in_language.mjs keeps it so.
- Right plurals in English, "AI" on the rail, one line left in Chinese translated.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Current node now reads what combos hold for the node's type: every box of
a node structure, by name, and a plain combo's prompt on a prompt box. They
get a chip of their own, a press goes to the combo, and the values go in
only on the user's press, as with the other sets (AD-021).
The rail's tools go by how often they are used: Current node, Model Check,
then the scan, and the tour follows.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A line per source with an Open link made the cards too dense. A set now
has a chip per channel (workflow, picture, saved here), each its own
colour: a press goes to the one source, or lists several by name first.
A name no longer repeats the node's type.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Types go by their usual names, base model chips narrow the list, the
version stands apart from the name, and a model's versions are one card
whose version opens the list to show another; a pick goes with it. The
grouping, the families and the type names are the Models page's own.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Anima loads through other nodes than a checkpoint, so none of the examples
could open on it. Two passes now comes in three versions: SDXL / SD 1.5,
Anima on ComfyUI's own nodes, and the recommended Anima held by Tile, the
way's tested values, kept in step by a test. The own-nodes version redraws
at 0.35: at 0.5 the shapes began to move with nothing holding them.
The window shows plans, versions and notes. A version that lacks a pack
or a model says what and has no Open button; an AI only gets those that
can run here. The layers of cards, examples, ways and skills are written
down as AD-025.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Ways: "Use it this time" in the Ways view, for one task. It joins the
task's picks as a new kind, the AI is told, and add_nodes builds that way
for its use whichever one the AI asks for. "Only" lets in the nodes a
picked way builds.
Examples: text to picture, two passes, picture to picture and repainting
an area, on ComfyUI's own nodes. One card, first on the Workflows page,
opens them in a tab of their own. The files name no model or picture; a
checkpoint and a picture that are here are filled in when one is read.
list_workflows gives them to an AI when no saved workflow fits, and they
open and run by name like saved ones.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Each click drew the list from what was kept, then drew it all again when
the read came back, losing the scroll and what was open, and the first click
showed "reading". It is read ahead when the page shows a task, read
again quietly on opening, and drawn anew only when something changed. A
switch keeps the scroll too, and a failed read keeps a list that shows.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
It said "waiting for an AI" three times and kept two folds that did what
the message box does. Now it is the sentence and its Copy button, in the
middle of the column; what to say first and pictures go in the message
box, whose words say so. The connect card comes first until an AI has ever
come, and is gone after that. The wish line, the big gallery fold and
what only they used go with it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Manager reads every .py file of a plugin, tests too, and listed ten names
from two test files as AMB's nodes, the only match for Power Lora Loader
among them, so a workflow missing it could offer AMB in place of rgthree.
The tables are written so its scanner passes them by, and a new test uses
the scanner's own patterns to keep any file from looking like one again.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Manager reads every .py file of a plugin, tests too, and listed ten names
from two test files as AMB's nodes, the only match for Power Lora Loader
among them, so a workflow missing it could offer AMB in place of rgthree.
The tables are written so its scanner passes them by, and a new test uses
the scanner's own patterns to keep any file from looking like one again.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A new picture puts itself first in its line, so a press on a picture
ended on another one and was no click. While the main button is held on
a button of the list, what comes waits until the press and its click
are over.
Tested with a real mouse on an isolated ComfyUI: a press held until a
new picture came opened the pressed picture 4 times of 4 (0 before), and
16 of 16 long presses during runs answered (13 before).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
When a count's save failed the box kept what was typed, with only a
console warning, while Run went by the stored count. The box now goes
back to the stored one, a box being typed in too, and a toast says why.
Tested with a real mouse on an isolated ComfyUI, the save refused and
the server unreachable, on the bar and on the Saves page.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Follow-ups hang one step in under the first task of their line, so the
list shows what goes on from what; a filter's tasks still show alone. Each
row has the head's menu, without opening the task. Removing a task joins
those after it to the one before. The pick list now stands over everything
at the place the menu opened: the head is drawn anew under an open menu.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The click can come before the answer to a count typed just before it,
and all three Run buttons held the saves as they were drawn: a save set
to 3 runs ran once. Run now waits for the counts on their way and reads
the group as it stands at its turn, in one place for all of them.
Tested with a real mouse on an isolated ComfyUI, the answer held back
400 ms: the bar, a part and a card each queue the new count.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A part redrew on new elements each time a count was answered or a run
ended, so a press on the page lost its click and a count being typed
lost its focus. settle moves to ui_dom.js for both; a card is kept for
its save, and a picture line stands while its pictures do.
A press on a picture just as a new one reaches that line is still lost:
the line shifts, and another picture is under the pointer by the mouseup.
Tested with a real mouse on an isolated ComfyUI. tests/snapshot_bar.html
now covers the page and fails 5 checks on the previous code.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Every redraw replaced the whole row, and the browser sends no click to
an element that left the page during the press. Three things redraw in
that gap: ComfyUI's graphChanged at mouseup, the answer to a count, and
a run ending. The last also wiped a count being typed. Update the
elements in place, a save's part only for that save.
Tested with a real mouse on an isolated ComfyUI: 19 flows, 5 of them
passing before the fix. tests/snapshot_bar.html fails 7 checks on the
old code.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Inserting took a round per LoRA. The picker now gathers them: click to add,
click again to drop, the number on a card is the order they go in. They go in
as a chain of ComfyUI's loaders, or through one Power Lora Loader or Easy-Use
stack where installed, all or nothing and as one undo step. Third-party nodes
change height just after they appear, so they are placed, and the step taken,
once they have settled. New nodes stand in one column and the view goes to
them when a crowded canvas leaves them out of sight.
Fixes the CLIP line going missing for a LoRA inserted before a sampler with a
LoRA already there: that LoRA counted as a prompt node, so there seemed to be
two CLIP sources.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Opening, closing and changing pages jumped; now they take a short
transition. Styles alone do it, since a dozen modules open the window:
anything leaving display: none starts its animation. The rail's highlight is
one piece that slides between the entries. Going between docked, floating
and full window lays the page out once and moves only its picture, where the
docked rule used to animate the width and lay it out on every frame.
Only opacity and position move, and all of it stays off under reduced motion.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
