A combo can now hold its own node structure: pick nodes on the canvas and
New -> From the nodes picked on the canvas keeps the model nodes (a
drop-down of model files) and the text nodes (a multiline text box by the
node's definition) with the links between them; other picked nodes and
links to them are left out, their ports stay open on the canvas.
Slots are per box, so a node with several model drop-downs has several; a
box fed by a link is no slot. Each model slot's folder is the one whose
files hold all its drop-down's model-file options (ComfyUI's /models
lists), never guessed from names. Every other box is stored by name and
put back untouched, in order (a count box adds its rows first).
The save dialog shows what is kept and dropped and lets slots be renamed
or unticked. The editor lists the slots: a picker of that folder's models
with covers, filtered by base model, and text boxes. Put on canvas makes
the nodes (missing node types and their packs are named before anything
is placed), fills the slots by name, links by port name and type, as one
Ctrl+Z step; a box or link that cannot be restored is reported, never
guessed. New -> Same structure as ... starts another combo from a saved
structure. The default combo is unchanged. MCP list_combos lists node
combos by slot and place_combo places them.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- Downloads: with the China mirror on, a Civitai match whose very file (same
SHA-256) is on Hugging Face too, by the workflow's link or ComfyUI-Manager's
list, is fetched from Hugging Face; Civitai's name, base model and page stay.
- A file downloaded from Hugging Face gets its model card's first example
image as cover and its base model, trigger words and example prompts as
notes, with the repository as link (api/hf_card.py), never over what the
user or a scan set.
- Text encoders, CLIP vision and upscalers are shown (and scanned) by
default, so shared workflows carry their fingerprints; older configs get
them turned on once (folder_defaults_version 2).
- The models page's search sits in the header (ui_model_search.js) instead
of inside the folder list; it searches the whole type by name, file name,
folder, trigger words, base model and notes, every word; Esc clears it.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Models not on Civitai (Flux's VAE, T5 / CLIP text encoders, upscalers,
ControlNets...) are looked up by file name in the model-list.json of the
ComfyUI-Manager installed here (api/manager_catalog.py), keeping entries
that fit the node's folder type. With the workflow's fingerprint only the
listed file with that SHA-256 counts (same-name entries are each asked);
without one, a single entry is offered as "Download by name" with a
warning, never in Download all or the MCP's download_missing_models.
A site that stops answering is skipped for the rest of a lookup while the
others are still asked, so Civitai failing in mainland China no longer
stops Hugging Face through its mirror. GitHub raw file links count as
sources; a Hugging Face file behind a login offers its repository page.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Three MCP tools: download_missing_models (Model Check's Download all for
the open workflow, through the page so the placement rules and the put-in
afterwards are the UI's own), download_model (one model from a Civitai
version link, a Hugging Face / GitHub file link or a Civitai hash, into a
folder of its type) and download_status. The default models folder of a
type is shared by the dialog and the tools.
A Civitai version link without a matching file name now takes the
version's primary model file (people rename their files); a hash, when
there is one, still decides.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Settings > Model downloads can send Hugging Face downloads through
hf-mirror.com, on by default for the Chinese interface. The lookup and the
download use the chosen host whichever one the link names; when the mirror
sends a network outside China back to huggingface.co, the lookup follows
once for the size and SHA-256. A failed download from Hugging Face itself
suggests the mirror.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Model Check offers Download (and Download all) for a missing model whose
source names one exact file: Civitai by the workflow's fingerprint, or a
Civitai version / Hugging Face / GitHub file link the workflow carries.
A dialog shows each file's size, source and full destination, with the
models folder (when there are several) and subfolder changeable; Settings
> Model downloads sets the default: where the workflow says (the node
needs no change) or a set folder, {base} sorting by base model and
matching an existing folder in any spelling.
Downloads run one at a time into <file>.part, continue after an
interruption, are checked against the SHA-256 before they get their name,
never replace a file, and send the Civitai key to Civitai only. Finished
files are put into their nodes (one Ctrl+Z step each), scanned for info
and covers, and recorded in the activity log.
A change of fingerprints alone (after any scan) no longer takes a Ctrl+Z
step that seemed to do nothing.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Current node's "Insert LoRA before / after" refused the most common workflows: a
checkpoint whose CLIP feeds both prompts (one link per output only) and UNet workflows
with their own CLIP loader (MODEL and CLIP had to come from one node).
- graph_splice.js: planLoraInsertion decides the links (after a node: every link of its
MODEL output; before one: only its own MODEL input) and, for LoRAs that train the text
encoder, the CLIP line (same node, a UNet workflow's one CLIP source, or before a
sampler the source its prompts share); spliceLora wires it, all or nothing. The old
analyzeModelChainInsertion / spliceModelChainNode / spliceAfterOutputs are gone.
- api/lora_info.py: GET /anomalous/lora_info reads the LoRA's safetensors header; the
picker asks it on confirm and inserts a model-only loader when there are no
text-encoder weights. The MCP add_lora uses the same helper.
- Insertion messages speak of the MODEL line; the fan-out ones are removed.
- tests/graph_splice.mjs (local) covers checkpoint, UNet + CLIP loader, before a
sampler, and the rollback.
Verified on 8199 through the Current node picker: after a checkpoint feeding two prompts
(full LoRA, both prompts moved) and before a sampler (model-only Flux LoRA).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A model-only LoRA loader was used for every UNet workflow, so a LoRA with text-encoder
weights lost them; and inserting after a checkpoint whose CLIP feeds both prompts was
refused (one link per output only).
- api/mcp_actions.py reads the LoRA's safetensors header: lora_te / te1 / te2 /
text_encoder keys mean it trains the text encoder.
- Such a LoRA becomes a LoraLoader taking MODEL from the model line's end and CLIP from
the same node (checkpoint, full LoRA loader) or a UNet workflow's one CLIP source;
others stay model-only.
- graph_splice.js: spliceAfterOutputs puts a node after outputs on different nodes and
moves every link each output had. The picker's spliceModelChainNode is back to its
committed behavior (the `types` option is gone).
Verified on 8199: UNet + CLIP loader with a text-encoder LoRA, a model-only one after it
and another text-encoder one; a checkpoint feeding two prompts; Ctrl+Z after each.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The second batch of MCP tools: they change things, through the same code the UI uses.
- Canvas, done by the open ComfyUI page: describe_canvas, set_prompt, set_model,
add_lora, place_combo, check_workflow_models, fix_workflow_models, run_workflow,
open_in_anomalous. api/mcp_bridge.py sends the action over ComfyUI's websocket and
waits; web/modules/mcp_bridge.js claims it (visible tab first), does it with
Anomalous's canvas code and answers. Each change is one Ctrl+Z step, shows a toast and
is logged as the AI's (activity entries carry via: "mcp", with their undo).
- This server: scan_models (new / look up again / picked models, via /anomalous/scan_all),
list_voices and speak (Anomalous TTS through /prompt and /history).
- graph_splice.js takes the chain's slot types, so a LoRA can go into a model-only (UNet,
Flux) chain as LoraLoaderModelOnly; the default (MODEL and CLIP) is unchanged.
- Nothing deletes or renames files; acting tools are not marked read-only, so AI apps
ask before calling them.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
An MCP endpoint (Streamable HTTP) inside ComfyUI's server, so Claude, Cursor, Cherry
Studio and other MCP apps can ask about the user's library without anything extra
installed and without memory or VRAM while nobody is connected.
- api/mcp_server.py: one JSON-RPC message per POST, answered with JSON. Serves the
2026-07-28 stateless protocol (headers must match the body) and the earlier
initialize-based versions; no sessions. This computer only: loopback peer, no proxy
headers, loopback Host and Origin (DNS rebinding).
- api/mcp_tools.py: 11 read-only tools: library overview, model search and details
(optional cover), scan status, output-image search and generation settings
(optional thumbnail), combos, workflow recipes, saved prompts, generated audio,
activity log. Ids resolve inside their roots; tool failures come back as isError.
- docs/guides/mcp.md: setup for each app, what can be asked, privacy note.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Tag meanings are brighter and slightly larger, and the top bar picks
their language (Simplified/Traditional Chinese, Japanese, Korean,
Russian, Spanish, French, German, Portuguese, or none) for every
interface language; the old Chinese switch carries over. Typed text in
any language that is not plain English is translated to English, and
translating a box's foreign tags drops one whose English is already
there. The backend skips DeepL for targets it does not take instead of
falling back to English, and lets MyMemory detect other sources.
Unused prompt helpers in translation_service.js are removed.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The page held four unrelated things, so each now lives where it is used:
the rail's Prompts entry (and the Ctrl+Shift+L shortcut) opens Prompt
Studio beside the canvas, where saved prompts are managed; the browser
comes back when the studio closes. Saved node values stay in Current
node, which can now delete them; moved whole workflows are no longer
offered there twice. Recent results, combos and whole workflows already
have their own homes.
Deleted ui_materials.js, ui_material_cards.js, ui_material_detail.js,
ui_material_application.js (its receipt is ui_apply_receipt.js) and
material_feedback.js, the recipe page's copy-to-library buttons and the
save_parameter_material route, with about 2,000 lines of CSS and 200 locale
keys. Words that said "material library" now say where things go.
Material files are untouched.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Every PNG in the gallery has a star that asks what to keep: the whole
workflow as a Workflow Recipe, its main model, LoRAs and positive prompt
as a combo (models looked up on this computer, missing ones left out), or
its prompts as a saved prompt. What is kept remembers its image, so
GET /anomalous/kept_images fills the star and the menu opens what was
kept. The image workbench's Keep opens the same menu instead of its name
and tags form. Things are named after the prompt's first tags.
The Material Library's Recent shelf and its route are gone: the gallery
lists the same images. Gallery cards moved to ui_gallery_card.js, and
deleting asks in the usual dialog. Two missing locale keys are fixed.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ui_material_notes.js lists the notes above the saved prompts, each with
its model, LoRAs and prompt, Put into this workflow and New group of
nodes; a card opens the note's editor, which now has a way back to the
library, and New note starts one. The separate Prompt Notes button goes,
and so does the editor's "save to library" card with the route only it
used (save_prompt_note_material): a note is in the library already.
Notes keep their own files; prompt materials saved from notes before
still list and open.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Recent's star and the image workbench's whole-workflow save now make a
Workflow Recipe with the image as cover (recipe_save.js lays the image's
workflow on a canvas of its own and saves it through the same path as the
canvas save, now shared). The Material Library's "all" lists the pieces
only and loses its Workflow pill. Whole workflows kept as materials
before can be moved from the Workflows page: each becomes a recipe and
its material gains moved_to_recipe, which keeps it out of every listing
while the file stays. Recent marks images kept as recipes and opens them;
partial recipes are "Modules" everywhere.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
model_resolution imported calculate_sha256 and the header inference from
scraper.py, which only works when the plugin folder is on sys.path (the
tests); inside ComfyUI the import failed, so a renamed model the scan had
not hashed was reported missing and the route answered 500. Both
functions now live in model_identity.py, which the API and the scanner
already share; scraper.py keeps its printing wrapper.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
For a workflow without fingerprints, a missing ordinary model took the
local same-name file's hash as its evidence, so it showed as "the same
file under another name" and counted among those put in at once. Only the
workflow's own record is evidence now; the one same-name file the node can
load is a candidate, and a size candidate with the same name is shown as
likely, first. Foundation components still go by fingerprint only. Model
Check also reads GGUF values and resolves upscale models.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The Models page, the folder counts, search and lookups only matched
.safetensors, .ckpt and .pt in lower case, so quantized GGUF models and
most upscalers never showed. One list, MODEL_EXTENSIONS, and
is_model_file() now decide what a model file is everywhere.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Card thumbnails lived in ComfyUI's temp folder, which ComfyUI empties on
every start, so each first visit after a restart remade them all. They now
live in <user>/anomalous/cache/card_thumbnails (still capped at 256 MB).
Listing a model type queues the missing ones for one background thread;
the first screen of cards loads before the rest. A video cover gets a
first-frame poster (PyAV) and fetches nothing until it plays; hover-play
is now the default, as the setting already recommended.
The gear opens a settings page instead of a pop-up with a dialog inside:
look and language, model cards and memory with the thumbnail cache (size,
empty), folders, workflow fingerprints, opening mode and window, help.
Display preferences live behind owner.displayPrefs. Also removes a dead
overlay rule that shared the new page's id.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Saving parameters asked people to decide, then save, while busy
generating. The library's first category, Recent, now lists the newest
output PNGs that carry their workflow, each with the start of its positive
prompt, the main model and steps / CFG / sampler / size (GET
/anomalous/recent_generations, read from PNG text chunks and cached). A star
keeps one as a whole-workflow material through the existing
save_image_material route, named after the prompt's first tags; a kept
image shows a filled star (matched by the image's SHA256, as the save
route's duplicate check does) and opens its material. The picture opens the
image workbench for keeping single nodes; the search box searches Recent
too. The empty-library guide points here.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The lead says what a scan does (the file's fingerprint looked up on
Civitai). "Not found" lists the usual reasons (not published on Civitai,
as voice and upscale models mostly are; trained or merged; changed after
download) and that the model works as usual. A not-found model that is no
known image model says it may be a voice or upscale model.
The summary also lists model files in other formats (.pth, .ckpt, .bin...),
which scans never read, outside hidden folders; the page shows them under
"Other formats" with why, only when there are some.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The Node Assistant becomes "Current node" (当前节点): one page instead of the
"actions" / "parameter sets" tabs, model actions on top, Parameters below.
- node_parameter_sets.js: the node type's saved values from the material
library and from recipes' parameter sets as one list; the same values
saved in both are one entry naming both sources. For the selected node,
exactly what an entry would change; seeds (and their after-run control),
model files and choices this computer lacks are kept.
- ui_node_parameters.js: the list, "apply these N" (one undo in the
receipt) and "save these values".
- api/node_material.py: POST /anomalous/save_node_material keeps one
node's values as a node_parameter_selection material, deduplicated by
type and values; the library lists it under parameters.
- Removed: ui_node_presets.js with its hover popovers, the beta notice and
their styles and strings. The panel and help texts use the new name.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A bar over the canvas appears when an opened workflow uses models this
computer does not have: how many, and how many are here under another
name or folder (same hash), with one press to put those in. The doctor
page is redone on the scan page's layout: what needs you first, why in
plain words, and a button per row (put in, use a same-size file, pick
one, look it up on Civitai); models that are fine fold away.
- model_check.js: the check (no DOM, changes nothing) and the fixes,
which call the node's widget hooks so ComfyUI drops its red mark;
the node picker does the same now.
- Opening the doctor no longer rewrites the workflow by itself.
- Removed: the auto-detect switch (nothing read it), the doctor's own
deep hash scan and its routes (the resolver hashes same-size files on
demand; the page points to the scan page), the hash dialog, the old
resolver in hash_resolver.js, the unused pick-for-node path in
ui_detail.js, 45 old strings.
- Node Assistant's diagnoseNode and LoRA insertion moved to
ui_node_assistant.js.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The scan page now says which models are unmatched or not scanned yet (type, folder,
why Civitai had nothing) and what each scan did, model by model; rows open the model,
scan it, look it up again or search Civitai. The progress box shows the counts and,
when floating, a way to the result. The activity log records a scan when it ends with
its result, and model edits (from -> to) and deletions (files moved) in detail.
- scraper.py reports one JSON line per changed model (--report-file); a failing model
no longer ends the scan. Unmatched info keeps why (not_found / network / offline);
online scans look network/offline ones up again. After two models in a row without
an answer the rest of the scan infers from the files (--civitai-down for the next
folders) instead of waiting out every timeout.
- civitai_client.py: the network side moved out of scraper.py; tells a 404 from
Civitai being unreachable (CivitaiUnreachable).
- api/scan_report.py: ScanJob turns a scan's reports into one result, kept as the last
scan (/anomalous/last_scan) and logged; /anomalous/scan_model opens a listed model.
- /anomalous/scan_all takes picked or listed models as `targets`, so one scan has one
result; scan_summary lists unmatched and new models with their reason.
- Activity middleware takes details a handler attaches (request[ACTIVITY_DETAIL]).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Edits in the last commits left some LF-only lines in files the repository
keeps with CRLF. Line endings only; no content change.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A model's information now has three layers, the user's first:
<model>.anomalous.json (written only by the model editor), the scan result
(<model>.info, or another tool's .civitai.info with Civitai ids; id -1 =
inferred from the file) and the file itself. get_metadata reads the user
layer last, so it wins (an emptied field stays empty), and reports
info_source (civitai / local / "") and user_fields. Edits saved by earlier
versions in .civitai.info keep working.
- The editor writes .anomalous.json (atomically) instead of mixing edits
into .civitai.info, which other tools rewrite.
- scan_info_path: a .civitai.info holding only old edits is not a scan
result. Editing a never-scanned model used to make scans skip it for good.
- Covers: a cover is Civitai's only while byte-identical to
<model>.civitai_bak.*; any other cover is the user's and is never
replaced. "Fetch again" updates only Civitai's own cover, keeps names,
notes and covers, and asks before starting.
- A scan no longer downloads covers and model pages again for models whose
information is already on disk (it did for every model, every scan).
- The earlier "keep the editor's name" change in the scraper is reverted:
editor names never lived in .info; the CHANGELOG entry is corrected.
- .anomalous.json moves and goes to the Recycle Bin with its model.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
recycle_bin.move_to_trash is now the only way the plugin deletes the
user's files: SHFileOperationW with FOF_ALLOWUNDO on fixed Windows drives
(send2trash or gio elsewhere). Where there is no Recycle Bin (USB stick,
network share) it raises TrashUnavailable and nothing is deleted; the API
says so (api/trash.trash_failure), including "file in use".
Routed through it: model delete (model + sidecars in one operation, or
nothing), cover replacement and cover reset, output images, generated
audio, recipes with history and images, materials with images, prompt
notes, parameter notes, the duplicate copy a physical rename finds and the
covers a forced rescan replaces. Temp files, caches and the bounded recipe
history are still removed directly.
The unused POST /anomalous/clean_civitai_info, which erased every
.civitai.info in the library (with the names users set), is removed with
its activity-log label. Delete confirmations say where things go. Tests use
a fake Recycle Bin (none of their files reach the real one).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
5af9b6d was committed with only the removal of ui_scan_wizard.js staged;
this adds everything its message describes, so the branch works again:
- ui_scan_page.js / scan_runner.js / 18-scan-page.css: the scan page with
matched / unmatched / not-scanned counts, one scan button, "look up the
unmatched models again", progress in the page, Advanced options.
- api/scan_summary.py: GET /anomalous/scan_summary.
- scraper.py: --retry-unmatched (saved hash when the file is unchanged,
covers kept); display names set in the editor survive scans.
- api/scanner.py: one request-to-switch mapping (_scraper_flags) and one
cache-clearing helper for both scan routes.
- model_identity.py: sidecar_info / is_unmatched shared by scraper and API.
- Shell wiring (rail, Home, panel lists, close), the provenance switch in
Settings -> Model settings, locale keys, docs and CHANGELOG.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The models page starts with a chip per models folder (Checkpoint, LoRA, ...)
and its count. A chip lists the whole folder with its subfolders
(GET /anomalous/type_models); a folder picked in the list narrows the grid
to that folder, shown as a crumb whose x goes back to the whole type. The
chosen type is remembered.
owner.modelScope now says what the grid lists; currentType/PathIdx/Subfolder
stay the folder of the model at hand, set from each card (focusModel), so
the editor, the scanner and "add to canvas" get the right subfolder.
Voice clips: the copy button reads "Copy {tag}" with a tooltip on what
pasting it does, and is gone for characters with only a main voice.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The gallery grid loaded every output at full size: a 1024x1536 PNG decodes to
about 6 MB in the browser, so a few pages of outputs held hundreds of MB to
GBs of browser memory and graphics memory. Cards now use a cached 512 px WebP
from /anomalous/output_thumbnail (the model cards' thumbnail cache; about
0.7 MB decoded); dragging to the canvas, the viewer and the workbench still use
the original. When the browser has been closed for 90 s its gallery images are
released like the model grid, and reopening on the gallery reloads them.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
In a narrow or docked window the open list now sits against the rail over a
dimmed page, and closes when a folder or character is picked, when the dimmed
page is pressed (that press does not reach the cards) or on Esc. Wide windows
are unchanged.
The activity log also drops its oldest entries past 2 MB, so long canvas
entries cannot outgrow the JSON writer's limit and stop the log.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A new Activity page on the rail (and the home page's recent list) shows, by day,
what the plugin changed. Record only; undo comes later (AD-018).
- api/activity_log.py keeps the newest 500 entries in the ComfyUI user folder.
A middleware records this plugin's and Anomalous_TTS's write requests after
they succeed (including the 200 + {"status": "error"} style as failure), from
one route table; the log never fails the request it records.
- activity_canvas.js: a press inside Anomalous snapshots the canvas; the next
press or key outside it (or the next press inside) logs the difference, so
every button, drag and dialog that writes nodes is covered and the user's own
edits are not. Opening another workflow is logged as that. <html> carries an
Anomalous class and does not count as the plugin's interface.
- activity_diff.js: pure snapshot and difference; activity_log.js: client and
wording; ui_activity.js: the page (filters, details, find on canvas, clear)
and the home list.
- Tests: tests/activity_diff.mjs, tests/test_activity_log.py (local).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
From an outside audit:
- The scan wizard's offline mode still sent the greyed-out rename and
overwrite options, and scraper.py fetched Civitai model pages and preview
media for models whose .info held a Civitai id. Offline now implies no
media and no model page; the folder scan and scan_all refuse a missing or
non-object body instead of defaulting to an online scan.
- The Prompt Workshop's snap dock referenced leftSearch from the source deck
module (ReferenceError on click); the deck now exposes focusSearch().
- translate, delete_model, delete_gallery_image and the image-material
routes answer malformed bodies with 400 instead of 500.
- Removed six unused imports in ui_doctor.js and 16 duplicate locale keys
per language (the later, effective entry is kept, so nothing changes on
screen).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The F5-TTS voice library (input/F5-TTS scanning, voice upload with ffmpeg
conversion, romanization, Load Audio clip drags) and the engine switch are
removed. The audio page now works with one engine, Anomalous_TTS
(GPT-SoVITS): characters, drags onto its node, the Script Director with
direct generation, pronunciation and settings. The audio gallery and its
stream route stay (output and temp folders only). The root PATH hack that
existed for F5-TTS's ffmpeg lookup is gone. Recorded as AD-016.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The Script Director gets a Generate section for GPT-SoVITS characters
(ui_script_run.js): it queues the script as an API prompt with this
page's client id (audio_tts_run.js), shows queued/running/progress,
plays the result and saves it to output/audio/<character>/. The canvas
is never touched. A line card's retake button adds [take:N] to that
line so only it is regenerated; "New take of all" changes the seed.
Cancel deletes a queued job or interrupts it by prompt id when running
(checked against /queue, since the start event can arrive first).
Events that arrive before /prompt answers are buffered and replayed.
Language/speed start from the character's `defaults` and can be saved
back (read-modify-write, unknown fields kept). Needs Anomalous_TTS
interface 11; older versions get a hint and keep push-to-node.
The Arona multi-voice template read a file only one machine has; the
button, route, helper (alignedVoiceValue) and strings are removed.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Sending a Prompt Note with a UNet main model chained its LoRAs through
LoraLoader, whose clip input nothing could feed. UNet LoRAs now use
LoraLoaderModelOnly and the editor says to connect a text encoder.
Models without a baseModel in their metadata matched no base model, so
they never appeared; base_models now reports them and
compatible_models serves them for "__unlabeled__". Both routes share
one walker and run it off the event loop.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Saving a workflow recipe failed for any workflow with a model loader:
recipe_images.py called _resolve_exact_model_reference and hashlib, which
stayed behind in recipe_schema.py when 6ad975c split the module. The
resolver moves to path_utils.py so both recipe modules can import it
without a cycle.
The same split left media_routes.py without time/tempfile (card
thumbnails silently fell back to full-size covers) and model_metadata.py
without _resolve_paths_to_model_info_sync (editing a moved model failed).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- audio_engines.js: F5-TTS and GPT-SoVITS (the separate Anomalous_TTS node
pack), detected through /object_info/<node class>. Both engines' voices are
normalised into one voice-group shape so cards, sidebar and Script Director
share one implementation.
- The audio page shows an engine switch; a missing engine stays listed as
"not installed" with install steps (no popups). The F5-TTS library still
works without the F5-TTS node; GPT-SoVITS is never scanned when missing.
- GPT-SoVITS cards come only from the node's HTTP contract: preview reference
clips, drag a character onto AnomalousTTS_CharacterSpeech, and edit the
emotion references ("Edit emotions"), saved through /anomalous_tts/settings
with unknown fields preserved and the node's validation messages shown.
- Drop targets and the Script Director are per engine: voices of one engine
are refused on the other engine's node with the reason.
- Audio gallery reads the character of GPT-SoVITS generations.
- Usage guide (in-app and docs/guides/audio-studio.md) covers both engines.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeQEub5
Conflicts:
- api/__init__.py, web/styles.css: keep audio routes/styles and add the
version manager.
- README.md, CHANGELOG.md: take main's released text; this branch's
0922b27 was an earlier alignment of the same v1.57 notes.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeQEub5
- api/version_manager.py: installed version (local only), published
releases on request (GitHub API, git tag fallback), switch to a
published tag, return to the default branch (fast-forward only), undo
the last switch; refuses to overwrite modified tracked files
- header version chip and "Version & updates" panel; nothing goes online
until "Check for updates" is clicked; restart via ComfyUI Manager
- zh/en strings, styles, architecture notes
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeQEub5
Conflicts resolved:
- entry trigger files, web/main.js, api/__init__.py: main carries the squashed
entry fix (09b06d1), identical to this branch before its later cleanup, so
this branch's versions are kept
- ARCHITECTURE.md, docs/architecture/backend.md, web/modules/ui_sidebar.js:
both sides' additions kept
Verified on the merged tree: 107 Python tests, all JS tests except the orphaned
material_parameter_cross_node.mjs, jsdom walkthroughs of the audio studio,
domain switching and the gallery search blocks.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
Splitting the query on spaces hid how it was read and made phrases like
"cyberpunk city" impossible to search.
- ui_search_chips.js: Enter or a comma (also "，" / "、" inserted by an IME)
turns the typed text into a block; blocks keep their spaces and match as a
phrase; hash-like and numeric blocks are labelled; × removes a block,
Backspace in an empty box removes the last one, one button clears all; text
still being typed joins the search after a short pause; IME composition
never commits a block
- gallery_images accepts repeated `term` params (q still works)
Verified: tests/test_image_search.py (phrase blocks vs split query, 107 Python
tests in total) and a jsdom walkthrough of blocks, IME commas, backspace,
remove, clear and the request parameters.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
- api/image_search.py reads only the PNG text chunks before IDAT (ComfyUI
prompt/workflow, A1111 parameters), builds one small record per image and
caches it by mtime; all space-separated terms must match
- hex terms of 8+ characters also match SHA256 values recorded in the
workflow (extra.anomalous_hashes) and local model files with that hash, so
renamed models are still found; A1111 "Model hash" text matches as text
- gallery_images accepts q; the search box above the gallery debounces input,
shows the match count, keeps paging/infinite scroll and the detail viewer on
the filtered list, and lets a newer query supersede one still loading
On the local output (774 PNG) the first search reads ~10 MB of text chunks;
later searches use the cache.
Verified: tests/test_image_search.py (prompt, seed, AND terms, A1111, file
names, recorded and local-index hashes, cache, chunk reader), full Python suite
(106), jsdom walkthrough of the gallery search box.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
Since 9cebdbd9 model_resolution.py used MODEL_EXTENSIONS without importing it.
/anomalous/all_hashes swallowed the NameError and always returned {}, and
resolve_hash / resolve_hash_batch (recipe model matching) failed while
collecting candidates. The all-hashes walk is now collect_model_hash_index()
so the output gallery search can reuse it; the endpoint behaves as before.
Verified: tests/test_image_search.py::ModelResolutionImportTests; on the local
library the index now returns 191 keys (176 with SHA256) instead of 0.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
The gallery listed file names only, and audio from Preview Audio nodes (the
template used one) lives in ComfyUI's temp folder, so the gallery stayed empty.
- api/audio_metadata.py reads ComfyUI's `prompt` comment from FLAC and
Ogg/Opus files (read-only) and extracts the TTS node's speech, sample, seed
- gallery rows show the speech (emotion chips, expandable per-segment script),
voice and seed, with copy-speech; results are cached by mtime/size
- search (?q=) matches speech text and file names
- "unsaved previews" section lists temp audio with "save to gallery", which
copies into output/audio/ (O_EXCL, never overwrites; the preview is untouched)
- audio_stream serves input/output/temp only; .opus is recognized
- parseTaggedSpeech in audio_script.js reads speech back the way F5-TTS splits it
Also outside the repo: ComfyUI/arona_multivoice_workflow.json now ends in a
Save Audio node (prefix audio/F5-TTS/Arona) instead of Preview Audio.
Verified: 100 Python tests (5 new gallery tests with synthetic FLAC/Opus),
tests/audio_script_rules.mjs, jsdom walkthrough (speech rows, preview save,
search, delete, paging), and a read-only run on the two real temp previews.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
Keeps the planned All-in-One loader and cross-node prompt features but removes
the regressions they introduced:
- model references: one adapter table for verified layouts (easy a1111Loader,
easy fullLoader, Efficient Loader) shared by recipe_identity.js and
recipe_schema.py; native loaders keep their stored labels; no more guessing
categories from file names (a "...vae.safetensors" checkpoint was a VAE);
"None"/"Baked VAE" are never references
- recipe summary sync follows the extraction rules: only checkpoint/UNet
loaders or ckpt_name/unet_name set the base model (not an upscaler's
model_name), only sampler-like nodes set seed/steps/cfg, and LoRA edits
update the entry of the edited loader instead of falling back to loras[0]
- one LoRA entry per loader again (deduplication shifted entries)
- prompt injection never writes negative text into a positive slot or the
reverse; the block chooser follows the same rule
- material cards only accept cross-node drops that carry prompts; parameter
blocks stay same-type
- drop unused imports and the unused modelSpecs alias
Verified: regression cases added to tests/recipe_all_in_one_compatibility.mjs
and tests/material_prompt_cross_node.mjs (both fail on the previous commit),
new tests/test_recipe_model_references.py; all JS tests except the orphaned
material_parameter_cross_node.mjs and 95 Python tests pass.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
ComfyUI-F5-TTS resolves {happy} to <sample stem>.happy.wav beside the selected
sample, so `Arona_happy.wav` + `{Arona_happy}` could never run. Voices now use
Character.wav (main, {main}) and Character.<emotion>.wav ({emotion}); the
catalog groups a main voice with its variants and marks tags that F5-TTS
cannot resolve (missing main, missing .txt, different format).
- script director: one character per script, untagged lines pinned to {main},
pushes sample (main voice, node's own combo spelling) and speech together,
confirms before overwriting and re-checks the node after the dialog
- pure rules (splitting, composing, planning, combo spelling) in audio_script.js
- one module instance per file: drop ?v= imports that duplicated
ui_audio_gallery/ui_audio_studio state, so studio playback stops the gallery
- all user/file-derived text goes through textContent (no innerHTML)
- studio/sidebar/gallery renders ignore stale responses; errors are shown
- gallery: count badge no longer overwrites the title, paging via "load more",
deletion errors surfaced, timeupdate instead of a 100ms timer
- sidebar: filter selection updates in place instead of refetching; the header
tabs, sidebar and domain switch share browser.switchAudioTab
- uploader: createViewScope lifecycle (Esc/overlay/close release listeners and
object URLs, Esc no longer reaches the parent), 409 -> confirm -> overwrite,
sends the pre-romanization text as original_text, no hard-coded character
- workflow template: confirm before replacing the canvas, clear message when
the template file is missing, align sample paths to the node's combo values
- static styles moved from inline JS into 11-audio-studio.css; strings localized
Verified: tests/audio_script_rules.mjs, tests/test_audio_catalog.py (15), a
jsdom walkthrough of studio/gallery/director/uploader with a stubbed app
(outside the repo), JS syntax and import/export link check. Not yet checked in
a live ComfyUI session.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
- upload: validate target folder with resolve_within, refuse to overwrite an
existing voice unless overwrite=1, stage audio/transcripts and swap them in
together so conversion or disk failures keep the previous voice, drop stale
.txt/.orig.txt and other-format siblings, write .orig.txt for the native script
- ffmpeg is resolved explicitly (PATH, then portable python dir) with a timeout
- voice/gallery scans run in a worker thread; stems are unique across scan
folders; audio URLs are percent-encoded and versioned by mtime
- stream and delete only accept audio extensions; paging and template names
are validated; errors are JSON
- romanizer no longer reads Han-only (Chinese) text as Japanese and reports
missing pykakasi / hangul-romanize instead of silently succeeding
- extension static files use Cache-Control: no-cache (revalidate) instead of
no-store; document the deliberate PATH exception in __init__.py
Verified: new local tests/test_audio_catalog.py (14 tests) plus the existing
Python suite (78 tests) pass in a Linux venv; not yet exercised in ComfyUI.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W411Z69FC3em9CzpeqEub5
