DemonGatanjieuandClaude Opus 5.5 414e76c935 Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs ...

- 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>

2026-11-08 22:43:51 +08:00

..

load_order

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

activity_diff.mjs

Keep the AI waiting for the user's answer; daily tools reach the rest

2026-10-26 01:49:34 +08:00

ai_call_lines.mjs

Open a finished task again when the user writes to it

2026-10-25 23:49:12 +08:00

ai_drafts.html

Keep corrected MCP arguments consistent and preserve answer editing state

2026-10-26 21:25:15 +08:00

ai_results.html

Canvas receipts: a prompt change shows the tags taken out and put in, with their meanings

2026-10-22 15:47:44 +08:00

ai_side.html

feat(ai): show stage content count and unread indicator

2026-10-25 00:42:24 +08:00

ai_stage_layout.mjs

AI workbench: redraw only the steps that changed; diagrams read in order

2026-10-21 00:06:51 +08:00

ai_task_status.mjs

AI workbench: confirmed execution status header, bounded run_workflow wait, and track_run

2026-10-22 22:26:35 +08:00

ai_task_view.mjs

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

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

ai_text_format.mjs

The AI replies in Anomalous: report(reply_to) and laid-out notes

2026-10-22 21:15:43 +08:00

ai_toolbox_data.mjs

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

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

audio_engines.mjs

Reference audio editor: every clip listed, main and auxiliary references

2026-10-20 12:52:19 +08:00

audio_node_targets.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

audio_script_rules.mjs

Voice-over: several characters in one script

2026-10-17 22:53:03 +08:00

base_only.mjs

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

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

canvas_build.mjs

Let the AI's Load Image take an output picture

2026-10-27 19:57:21 +08:00

canvas_menu_settings.mjs

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

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

canvas_roles.mjs

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

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

canvas_undo.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

canvas_wiring.mjs

Blocks: LanPaint repaint, upscale, tiled upscale, pose and depth ControlNets

2026-10-27 02:01:09 +08:00

combo_slots.mjs

Combos keep every picked node, not only model and text nodes

2026-10-08 02:39:44 +08:00

combo_title.mjs

Combos kept from a picture show it and get a telling name

2026-10-19 15:06:32 +08:00

detached_graph.mjs

Clear detached graphs after reading them (prompt boxes left on the page)

2026-10-25 19:25:28 +08:00

download_places.mjs

Import dropped model files into the right folders; version labels; settings tabs

2026-10-08 21:07:43 +08:00

floating_trigger_position.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

graph_splice.mjs

Guide the AI with fewer detours and guesses

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

isolated_layout.py

Tests: side files beside the model whatever this computer chose

2026-10-19 01:54:05 +08:00

load_order.mjs

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

lora_insert.mjs

Insert several LoRAs at once from the model picker

2026-11-05 04:48:49 +08:00

lora_nodes.mjs

Combos put LoRAs in rgthree's Power Lora Loader or Easy-Use's LoRA stack

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

material_inspector_lazy.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

material_prompt_cross_node.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

mcp_canvas_brief.mjs

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

mcp_fill.mjs

Set any node's settings by name instead of growing the list of blanks

2026-10-24 15:13:07 +08:00

mcp_run.mjs

Give each try of a batch its own seed

2026-10-29 14:36:47 +08:00

mcp_task_tab.mjs

Fix task canvas ownership and exact message references

2026-10-23 16:15:12 +08:00

model_bases.mjs

Models page tabs, base model filter, Tidy tab redone with covers

2026-10-08 23:02:00 +08:00

model_versions.mjs

Show the versions of one model together and switch between them

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

module_cycles.mjs

Fix Anomalous sometimes not starting

2026-11-05 01:52:28 +08:00

node_material_actions.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

node_parameter_sets.mjs

Say a prompt's role for values kept from pictures

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

param_compare.mjs

Current node: compare the node alone, the models page's cards in the picker, no click-through

2026-11-03 02:41:52 +08:00

png_metadata.mjs

Keep very large pictures from freezing the gallery

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

prompt_boxes.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

prompt_tags.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

quick_search.mjs

Quick search on the canvas (Alt+B)

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

recipe_all_in_one_compatibility.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

recipe_flow.mjs

Lay a workflow's details out as flow, preset tabs and the preset shown

2026-11-02 20:05:38 +08:00

recipe_focus.mjs

Focus values: mark what matters most in a workflow

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

recipe_parser_roundtrip.mjs

Let saves and workflows reach each other

2026-11-04 16:39:22 +08:00

recipe_provenance_roundtrip.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

sampler_inputs.mjs

A picture kept as a combo keeps its nodes, every value as it was

2026-10-19 20:37:46 +08:00

scan_progress_smoke.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

script_cast.mjs

Voice-over: several characters in one script

2026-10-17 22:53:03 +08:00

script_drafts.mjs

Voice-over: a drafts box

2026-10-20 05:01:26 +08:00

script_tune.mjs

Voice-over: three layers, whole script / character / line, and a draft

2026-10-20 04:21:00 +08:00

share_code.mjs

feat(share): short AMB2 share codes, one dialog to share and import

2026-10-06 23:22:11 +08:00

shell_labels.mjs

Audio gallery becomes a view of Voices; the rail fits the number keys

2026-10-28 20:26:31 +08:00

shell_open_rules.mjs

Audio gallery becomes a view of Voices; the rail fits the number keys

2026-10-28 20:26:31 +08:00

snapshot_bar.html

Keep the Saves list still during a press

2026-11-05 21:21:41 +08:00

snapshot_plan.mjs

Bring a save's pictures back onto the output nodes

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

sync_rows.mjs

Record the 1.63 standard exam and fix two things it found

2026-11-06 19:18:06 +08:00

test_activity_log.py

Canvas receipts: a prompt change shows the tags taken out and put in, with their meanings

2026-10-22 15:47:44 +08:00

test_ai_bases.py

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

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

test_ai_completion_edges.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

test_ai_decisions.py

Key decisions stay in Anomalous

2026-10-23 15:39:07 +08:00

test_ai_gates.py

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

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

test_ai_handoff_edges.py

Keep half-typed answers: no auto-pick over them, no wipe on redraw

2026-10-26 19:02:46 +08:00

test_ai_marks.py

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

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

test_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

test_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

test_ai_panels.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

test_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

test_ai_repaint.py

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

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

test_ai_run_map.py

Show what the task needs now over the message box; take dropped and pasted pictures

2026-10-23 21:24:48 +08:00

test_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

test_ai_run_watch.py

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

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

test_ai_sealed.py

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

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

test_ai_skills.py

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

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

test_ai_task_canvas.py

Fix task canvas ownership and exact message references

2026-10-23 16:15:12 +08:00

test_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

test_ai_task_runs.py

Tags from a picture, run words to the AI, colour matching after upscales

2026-10-27 03:31:04 +08:00

test_ai_tasks.py

Let an AI read the workflows it is offered

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

test_ai_toolbox.py

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

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

test_audio_catalog.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_backend_names.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_backup.py

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

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

test_card_images.py

Never send a video as its own gallery card

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

test_civitai_hosts.py

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

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

test_combo_nodes.py

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

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

test_example_workflows.py

Let an AI read the workflows it is offered

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

test_file_identity.py

Scans name damaged model files instead of calling them unknown

2026-10-11 03:35:23 +08:00

test_header_words.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

test_image_search.py

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

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

test_kept_images.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_listing_indices.py

Videos in the gallery: All / Pictures / Videos, formats in Settings, fixes

2026-10-13 14:27:48 +08:00

test_local_guard.py

Count this computer at its own LAN address as local; say why a remote save was refused

2026-11-08 01:34:22 +08:00

test_manager_scan.py

Tests no longer look like node tables to ComfyUI-Manager

2026-11-05 23:33:42 +08:00

test_material_browsing.py

Say a prompt's role for values kept from pictures

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

test_material_details.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_mcp_argument_receipts.py

Keep corrected MCP arguments consistent and preserve answer editing state

2026-10-26 21:25:15 +08:00

test_mcp_canvas_edit.py

Let open_workflow open the workflow a gallery picture carries

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

test_mcp_directory.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

test_mcp_fill.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

test_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

test_mcp_look.py

Give the AI a closer look and a run's previews, so it need not script pictures

2026-10-24 01:21:27 +08:00

test_mcp_model_use.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

test_mcp_routes.py

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

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

test_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

test_mcp.py

Run a picture's own workflow, keep a task on one page, read a big canvas whole

2026-11-07 01:16:17 +08:00

test_model_advice.py

Guide the AI with fewer detours and guesses

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

test_model_download.py

Show the versions of one model together and switch between them

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

test_model_folder.py

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

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

test_model_guide.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

test_model_import.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

test_model_layers.py

Read a LoRA's guessed trigger words from its header, and tell the AI what a model needs

2026-11-08 22:43:51 +08:00

test_model_links.py

Scans ask when Civitai cannot be reached; linked models keep outside info

2026-10-16 22:21:57 +08:00

test_model_paths_linked.py

Quick search on the canvas (Alt+B)

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

test_model_placement.py

Fix model kinds misread from headers, checked against real files

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

test_model_sidecars.py

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

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

test_model_usage.py

Tests no longer look like node tables to ComfyUI-Manager

2026-11-05 23:33:42 +08:00

test_net_proxy.py

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

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

test_network_check.py

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

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

test_node_material.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_physical_rename_policy.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_prompt_plans.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_quick_index.py

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

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

test_recipe_model_references.py

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

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

test_recipe_roundtrip.py

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

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

test_recycle_bin.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_reference_blocks.py

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

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

test_run_refusal.py

Guide the AI with fewer detours and guesses

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

test_scan_kept.py

Fix model kinds misread from headers, checked against real files

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

test_scan_report.py

Tests: a model note is cut only past the receipt's new 2000-character limit

2026-10-22 15:51:56 +08:00

test_scan_retry.py

Tests: side files beside the model whatever this computer chose

2026-10-19 01:54:05 +08:00

test_scanner_recovery.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_snapshot_routes.py

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

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

test_storage_reliability.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_studio_categories.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_tool_budget.py

Take a misnamed needed argument as meant; second Flash exam

2026-10-26 20:23:03 +08:00

test_translation.py

Settings: a DeepL key for prompt translation

2026-10-07 03:19:25 +08:00

test_tts_version.py

Tests no longer look like node tables to ComfyUI-Manager

2026-11-05 23:33:42 +08:00

test_type_models.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_version_manager.py

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

test_workflow_route.py

Let an AI read the workflows it is offered

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

test_workflow_saves.py

Bring a save's pictures back onto the output nodes

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

third_party_loras.mjs

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

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

tts_import_groups.mjs

test: publish the plugin's tests, one command to run them

2026-10-06 17:47:35 +08:00

tts_presets_api.mjs

Voice-over: a shorter mode area, and listening names the line it reads

2026-10-17 21:52:36 +08:00

tts_setup_api.mjs

Show the GPT-SoVITS model version on character cards; v3/v4/v5 imports

2026-10-17 12:29:25 +08:00

tts_voice_refs.mjs

Reference audio editor: every clip listed, main and auxiliary references

2026-10-20 12:52:19 +08:00

ui_map.mjs

Make the AI's questions and the waiting page say what to press

2026-10-26 03:54:20 +08:00

words_in_language.mjs

Fix what a walk through every page found before 1.63

2026-11-06 03:18:07 +08:00