DemonGatanjieuandClaude Opus 5.5 139380e960 Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading ...

- 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>

2026-11-06 20:53:50 +08:00

..

blocks

Add the picture way: an empty canvas starts on the picked model

2026-11-04 02:48:28 +08:00

examples

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

mcp_app

Add privacy mode: a private task sends the AI none of its pictures

2026-10-31 15:20:41 +08:00

skills

Merge the upscale ways into three; repaint is one use for the AI

2026-11-04 02:32:09 +08:00

__init__.py

List combos in Current node and put the rail's tools by use

2026-11-06 02:28:37 +08:00

action_catalog.py

Let run_workflow queue a list of prompts as one run

2026-10-30 05:23:25 +08:00

activity_log.py

The AI builds workflows on the canvas the user sees

2026-10-22 18:56:23 +08:00

ai_answer_wait.py

Add the training network and AI-run training rounds

2026-11-01 13:02:59 +08:00

ai_bases.py

After the Flash exam: kept bases are no outside change, one pass picks no base

2026-11-04 12:07:29 +08:00

ai_callers.py

Go on in the task the user wrote to, not a new one

2026-10-26 00:30:22 +08:00

ai_decisions.py

Add privacy mode: a private task sends the AI none of its pictures

2026-10-31 15:20:41 +08:00

ai_gates.py

Make the new-route reminder say try it, not change models

2026-11-04 14:12:50 +08:00

ai_marks.py

Let the AI agree on the repaint area with the user first

2026-10-26 02:02:50 +08:00

ai_message_refs.py

Dock the message box at the foot of the task like a chat composer

2026-10-23 21:11:10 +08:00

ai_outside.py

After the Flash exam: kept bases are no outside change, one pass picks no base

2026-11-04 12:07:29 +08:00

ai_panel_parts.py

Pick a base: run the first pass alone as previews, keep the one picked

2026-11-04 00:17:42 +08:00

ai_panels.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

ai_pictures.py

Give Load Image an input copy of an output picture, and tell the AI what the page marks missing

2026-10-29 14:37:09 +08:00

ai_privacy.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_repaint.py

Let the AI agree on the repaint area with the user first

2026-10-26 02:02:50 +08:00

ai_run_control.py

Move training out of AMB: drop the run record and the training network

2026-11-01 21:11:05 +08:00

ai_run_map.py

What the AI ran, a canvas tab of the task's own, and pictures straight to the AI

2026-10-23 00:56:01 +08:00

ai_run_tracking.py

Make tools easier to get right on the first call, from a Flash exam

2026-10-26 16:24:58 +08:00

ai_run_watch.py

Warn about a sampler's size only past what a 6 GB card did fine

2026-10-29 16:03:29 +08:00

ai_sealed.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_skills.py

Give a private task its own skill only, in the Ways panel too

2026-10-31 16:15:48 +08:00

ai_task_canvas.py

Add a group of nodes to the open canvas in one call

2026-10-24 15:20:20 +08:00

ai_task_changes.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

ai_task_handoff.py

A failure that named no target is resolved by a later success of its tool

2026-10-27 15:30:08 +08:00

ai_task_links.py

AI task list: lines of tasks stand together, a more button on each row

2026-11-05 18:42:50 +08:00

ai_task_runs.py

Pick a base: run the first pass alone as previews, keep the one picked

2026-11-04 00:17:42 +08:00

ai_tasks_routes.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

ai_tasks.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

ai_toolbox_catalog.py

Make the materials picker's models work like the Models page

2026-11-06 02:01:40 +08:00

ai_toolbox.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

audio_catalog.py

feat(files): deleting the user's files goes to the Recycle Bin

2026-10-02 01:42:49 +08:00

audio_metadata.py

feat(audio): engine switch with runtime detection; GPT-SoVITS via Anomalous_TTS

2026-09-24 13:13:49 +00:00

backup.py

Keep saves for good, per workflow, with the pictures they made

2026-11-04 16:29:30 +08:00

block_models.json

Fix hands with a SAM3 pass first; enlarge at the mid-way switch

2026-11-03 04:49:20 +08:00

config.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

download_sources.py

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +08:00

example_workflows.py

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

folder_types.py

feat: Hugging Face first with the mirror, model card covers, text encoders shown, header search

2026-10-06 03:37:17 +08:00

gallery_routes.py

Never send a video as its own gallery card

2026-10-29 14:43:42 +08:00

hf_card.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

huge_picture.py

Keep very large pictures from freezing the gallery

2026-10-29 14:23:22 +08:00

image_search.py

Tidy: models and node packs not used lately

2026-10-14 20:28:44 +08:00

kept_images.py

A combo's page redone; the gallery's Kept view

2026-10-19 16:52:03 +08:00

local_guard.py

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +08:00

lora_info.py

feat(lora): one way to insert a LoRA, for Current node and MCP alike

2026-10-05 23:00:32 +08:00

manager_catalog.py

Model Check: ComfyUI-Manager's place in the rules

2026-10-19 23:08:29 +08:00

material_assets.py

fix: offline scans stay offline, workshop snap dock, 400 on malformed requests

2026-09-29 15:36:07 +08:00

material_schema.py

Keep gallery results as a workflow, a combo or prompts

2026-10-03 22:32:51 +08:00

material_store.py

Remove the Material Library page; Prompts opens Prompt Studio

2026-10-03 22:59:35 +08:00

materials.py

Say a prompt's role for values kept from pictures

2026-11-06 16:54:43 +08:00

mcp_actions.py

Pick a base: run the first pass alone as previews, keep the one picked

2026-11-04 00:17:42 +08:00

mcp_apps.py

Seal a private task's prompts and picture names as tokens, with a prompt box

2026-10-31 15:56:37 +08:00

mcp_arguments.py

Correct a needed argument only from a known other name

2026-10-26 21:34:04 +08:00

mcp_bridge.py

What the AI ran, a canvas tab of the task's own, and pictures straight to the AI

2026-10-23 00:56:01 +08:00

mcp_canvas_edit.py

Let open_workflow open the workflow a gallery picture carries

2026-11-06 19:57:13 +08:00

mcp_directory.py

Remove the daily tool set: AI apps get every tool

2026-10-26 15:01:28 +08:00

mcp_fill.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

mcp_fit.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_look.py

Shorten the daily tools' descriptions and begin_task's rules

2026-10-24 15:54:42 +08:00

mcp_model_use.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_prompts.py

The AI asks in Anomalous: ask_user, with a suggested option and a line of the user's own

2026-10-22 20:51:03 +08:00

mcp_routes.py

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

mcp_server.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_situation.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_task_tools.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

mcp_tools.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

media_routes.py

Keep very large pictures from freezing the gallery

2026-10-29 14:23:22 +08:00

metadata.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_advice.py

Give the pose advice by the size of the canvas's main model

2026-10-30 05:01:39 +08:00

model_catalog.py

Quick search on the canvas (Alt+B)

2026-10-19 15:34:41 +08:00

model_constants.py

Make Model Check offer same-name files as candidates, not as the same file

2026-10-03 14:23:05 +08:00

model_download.py

Show the versions of one model together and switch between them

2026-10-30 04:44:10 +08:00

model_folder.py

Merge feature/next: models that are links, taken as named

2026-10-16 21:18:31 +08:00

model_heads.py

Fix model kinds misread from headers, checked against real files

2026-10-31 11:15:37 +08:00

model_import.py

Add "Change type" for a model, and check copies at start, middle and end

2026-10-23 21:44:59 +08:00

model_media.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_metadata.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_placement.py

Fix model kinds misread from headers, checked against real files

2026-10-31 11:15:37 +08:00

model_resolution.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

model_type_listing.py

Faster model cards, video posters, and a settings page

2026-10-03 12:00:47 +08:00

model_usage.py

Tidy: "I still use it" for node packs no record can judge

2026-10-14 21:59:50 +08:00

models.py

Scan settings say what a scan will do; a new model picker

2026-10-11 12:50:20 +08:00

network_check.py

Civitai: ask civitai.red when civitai.com does not answer

2026-10-16 19:49:29 +08:00

node_material.py

feat(node): Current node panel with one list of saved parameters

2026-10-02 06:09:49 +08:00

notebooks.py

List combos in Current node and put the rail's tools by use

2026-11-06 02:28:37 +08:00

parameters.py

Current node: where saved values came from, their picture, side by side

2026-10-11 17:41:23 +08:00

path_utils.py

Models that are links: taken as named, covers and info beside the link

2026-10-16 21:12:15 +08:00

picture_mask.py

Give the AI what it needs: answers it can read, hints on an empty canvas, AMB always loading

2026-11-06 20:53:50 +08:00

quick_index.py

Make the materials picker's models work like the Models page

2026-11-06 02:01:40 +08:00

recipe_constants.py

Focus values: mark what matters most in a workflow

2026-10-11 01:03:40 +08:00

recipe_images.py

Current node: where saved values came from, their picture, side by side

2026-10-11 17:41:23 +08:00

recipe_packages.py

Recipe packages: tell the receiver about the cover; unstretched cover preview

2026-10-07 01:14:29 +08:00

recipe_schema.py

Read the LoRAs of popular third-party nodes wherever AMB reads a workflow's models

2026-10-13 21:57:36 +08:00

recipe_store.py

Let an AI read the workflows it is offered

2026-11-06 17:51:12 +08:00

recipes.py

Cloud servers: an allow_remote_changes file lets other devices change things

2026-10-16 15:00:30 +08:00

reference_blocks.py

Pick a way for a task, and ship official example workflows

2026-11-06 00:51:26 +08:00

routes.json

Routes for two picked models; a reminder when the AI builds a new route

2026-11-04 11:27:09 +08:00

run_refusal.py

Guide the AI with fewer detours and guesses

2026-10-26 14:26:41 +08:00

scan_choice.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

scan_report.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

scan_summary.py

Scan page: last counts at once, headers kept on disk, found models listed

2026-10-16 22:43:44 +08:00

scanner.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

sidecar_layout.py

Tidier model folders: side files in a hidden .amb, no duplicate covers

2026-10-19 00:54:28 +08:00

snapshot_routes.py

Add the snapshot queue: marks of a whole workflow run in order

2026-11-04 11:38:23 +08:00

translation_routes.py

Settings -> Network: a proxy for the plugin, and why Civitai cannot be reached

2026-10-14 20:10:34 +08:00

trash.py

feat(files): deleting the user's files goes to the Recycle Bin

2026-10-02 01:42:49 +08:00

tts_version.py

Update Anomalous_TTS from GPT-SoVITS Settings

2026-10-17 13:08:10 +08:00

usage_ledger.py

Tidy: opened workflows count as use; packs with a page part set apart

2026-10-14 21:49:32 +08:00

utils.py

refactor(backend): split shared utility route families

2026-09-18 01:56:10 +08:00

version_manager.py

Update Anomalous_TTS from GPT-SoVITS Settings

2026-10-17 13:08:10 +08:00

workflow_route.py

List each saved workflow with its route in one line

2026-11-04 02:01:25 +08:00

workflow_saves.py

Bring a save's pictures back onto the output nodes

2026-11-06 16:20:59 +08:00

workflow_schema.py

refactor(recipes): separate schema images and storage

2026-09-18 01:40:10 +08:00