DemonGatanjieuandClaude Opus 5.5
00958578fb
- api/action_catalog.py: every MCP tool's kind, stage of the work and gate in one place (a test
keeps it and the tools in step); steps now carry their stage.
- api/ai_task_changes.py: changes the user makes in Anomalous while an AI works become steps of
its task, reach the AI once with its next call (kind "change": keep it), and the activity
entry names the task; the activity page links to it ("AI task ->").
- api/ai_task_runs.py: run watching moved out of ai_tasks.py (600-line rule); a step a restart
left "running" is marked stopped when the record is read again.
- Pictures: inspector / compare with canvas / keep as tools on hover instead of three buttons
under every picture; tick any two (any step or task) and compare from the bar at the foot of
the page; the results strip shows thumbnails again.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
150 lines
9.4 KiB
Python
150 lines
9.4 KiB
Python
"""MCP tools that shape the AI workbench's record (ai_tasks.py): begin_task names a piece of
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work, report leaves a note for the user (with pictures made outside Anomalous's tools),
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show_panel / update_panel draw a panel from Anomalous's blocks (ai_panels.py), get_answers
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reads what the user picked or typed on it."""
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from . import ai_panels, ai_tasks
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from .mcp_tools import MAX_LIMIT, ToolError, _schema
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def begin_task(ctx, title, new_task=False):
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title = str(title or "").strip()
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if not title:
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raise ToolError("title is empty: a few words on what the user asked for.")
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task = ai_tasks.begin_task(
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ctx.get("client") or "AI", title, new_task=bool(new_task),
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session=ctx.get("session") or "", task_id=ctx.get("task"),
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)
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return {"task": task["id"], "title": task["title"], "note": "Continue this task; do not begin another for its individual steps. "
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"Every call from now on is a step of this task in Anomalous's AI workbench, "
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"where the user sees, opens and undoes them. Call report to explain a choice "
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"or to hand in pictures you made another way; report with done=true at the end."}
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def report(ctx, text="", images=None, done=False, task=None):
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try:
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step, missing = ai_tasks.report(
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ctx.get("client") or "AI", text, images or [], bool(done),
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session=ctx.get("session") or "", task_id=task or ctx.get("task"),
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)
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except ValueError as error:
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raise ToolError(str(error))
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answer = {"noted": True, "pictures": len(step["results"])}
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if missing:
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answer["not_found"] = missing
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answer["note"] = "Pictures are paths inside ComfyUI's output folder (subfolder/name.png), as search_images gives them."
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return answer
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def show_panel(ctx, title, blocks, task=None):
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try:
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panel = ai_panels.show(
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ctx.get("client") or "AI", title, blocks,
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session=ctx.get("session") or "", task_id=task or ctx.get("task"),
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)
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except ai_panels.PanelError as error:
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raise ToolError(str(error))
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asks = [block["id"] for block in panel["blocks"] if block["type"] in ai_panels.INTERACTIVE]
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answer = {"panel": panel["id"], "shown": True,
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"blocks": [{"id": block["id"], "type": block["type"]} for block in panel["blocks"]]}
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if asks:
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answer["questions"] = asks
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answer["note"] = ("The user answers in Anomalous when they get to it; call get_answers with this panel id "
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"(wait_seconds up to 55 waits for it) before going on with what depends on it.")
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return answer
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def update_panel(ctx, panel, title=None, blocks=None, closed=None, task=None):
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del ctx, task
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try:
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updated = ai_panels.update(panel, title, blocks, closed)
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except ai_panels.PanelError as error:
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raise ToolError(str(error))
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return {"updated": True, "blocks": [{"id": block.get("id"), "type": block["type"]}
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for block in updated["blocks"]]}
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def get_answers(ctx, panel=None, wait_seconds=0, task=None):
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try:
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return ai_panels.get_answers(ctx.get("client") or "AI", panel, wait_seconds, task_id=task or ctx.get("task"))
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except ai_panels.PanelError as error:
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raise ToolError(str(error))
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BLOCKS_HELP = (
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"blocks, top to bottom, each {type, ...}: heading {text}; text {text, tone: normal|muted|tip|warning}; "
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"images {items: [{image: 'subfolder/name.png' from search_images, caption, marks: [{x, y, r | w, h, label, "
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"color: red|green|blue|yellow|purple}]}], layout: row|grid|compare} (marks: circles or boxes with a label, x/y/w/h/r "
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"as fractions 0-1 of the picture, x/y the centre; a click on the label zooms there); "
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"slider {before: {image}, after: {image}, before_label, after_label} (one picture over the other, a line to drag); "
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"picks {id, question, items: [{id, image, label, reason, recommended}] (2-12), multiple} (pictures to choose from, "
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"each with 'take this one'; the user can also put a picture's workflow back on the canvas); "
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"diagram {nodes: [{id, label, detail, node_id, color}], edges: [{from, to, label}], direction: right|down} (boxes and "
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"arrows Anomalous lays out; node_id from describe_canvas makes a box find that node); "
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"models {items: [{model_id from search_models, note}]} (cards with their covers, a click opens them); "
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"table {columns: [...], rows: [[...]]}; list {items: [...], ordered}; params {items: [{label, value}]}; "
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"choices {id, question, options: [{id, label, detail}] (2-8), multiple} (buttons the user presses); "
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"input {id, question, placeholder} (a line the user types); progress {label, value, max}; divider {}. "
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"Each block may have a stable id; the tool returns block ids in display order. "
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"Plain text only (no markup, no links); up to 30 blocks, 12 pictures or models a block."
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)
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_TASK_PROP = {"type": "string", "description": "Optional task id returned by begin_task."}
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def _task_tool(name, title, description, run, properties, required=()):
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return name, {"run": run, "context": True, "spec": {
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"name": name, "title": title, "description": description,
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"inputSchema": _schema(properties, required),
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"annotations": {"title": title, "readOnlyHint": False, "destructiveHint": False,
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"idempotentHint": False, "openWorldHint": False},
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}}
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TASK_TOOLS = dict([
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_task_tool("begin_task", "Begin a task",
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"Call first when you start what the user asked for: names it in Anomalous's AI workbench, where the "
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"user sees each of your steps with what it made, and can open or undo it. Reuses the user's waiting "
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"task or your active task, including any preliminary reads. Use new_task=true only for a separate "
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"user request, never for another step of the same work.",
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begin_task, {"title": {"type": "string", "description": "A few words, in the user's language."},
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"new_task": {"type": "boolean", "default": False}},
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["title"]),
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_task_tool("report", "Tell the user",
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"Leaves a note in the AI workbench: why you chose something, what to look at, what is left. images: "
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"pictures you made in ComfyUI's output folder (subfolder/name.png) that Anomalous's tools did not "
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"make, so they are kept with the task. done=true ends the task.",
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report, {"text": {"type": "string"},
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"images": {"type": "array", "items": {"type": "string"}, "maxItems": MAX_LIMIT},
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"done": {"type": "boolean", "default": False}, "task": _TASK_PROP}),
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_task_tool("show_panel", "Show the user a panel",
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"Draws a panel in the AI workbench, in Anomalous's own style, from blocks: to compare pictures side by "
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"side, present models with their covers, lay out settings, a table, and to ask (buttons or a line of "
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"text). Use a new panel for each new phase (plan, workflow, then results), in the order they happen. "
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"Use it when a choice is the user's, or to show results better than words do. " + BLOCKS_HELP,
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show_panel, {"title": {"type": "string"},
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"blocks": {"type": "array", "items": {"type": "object"}, "maxItems": ai_panels.MAX_BLOCKS},
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"task": _TASK_PROP},
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["title", "blocks"]),
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_task_tool("update_panel", "Change a panel",
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"Adds new output at the BOTTOM of an existing panel, preserving earlier content and its order. "
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"Send only the new blocks; repeated unchanged blocks are kept once. To deliberately correct an "
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"existing block or update a progress bar/question in place, include its returned block id and "
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"the same type. Omitted blocks are retained, not deleted. Never reuse an old block id for a new "
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"result: append it or use show_panel for the next phase. Up to 30 total blocks per panel. "
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"Can also change title, or set closed=true to stop answers; existing answers stay.",
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update_panel, {"panel": {"type": "string"}, "title": {"type": "string"},
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"blocks": {"type": "array", "items": {"type": "object"}, "maxItems": ai_panels.MAX_BLOCKS},
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"closed": {"type": "boolean"}, "task": _TASK_PROP}, ["panel"]),
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_task_tool("get_answers", "Read the user's answers and messages",
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"What the user picked or typed on your panels, and what they wrote to you in the AI workbench "
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"(messages: a change of mind, 'stop', 'make it brighter'; kind=change: something they changed "
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"themselves in Anomalous while you worked, keep it), since you last asked; each once. For one "
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"panel (and its task's messages), or all of yours. wait_seconds (up to 55) waits when nothing is there "
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"yet: for that panel's open questions, or with no panel for anything the user sends. still_waiting "
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"lists the questions not answered. Check it between steps of longer work.",
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get_answers, {"panel": {"type": "string"},
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"wait_seconds": {"type": "number", "minimum": 0, "maximum": ai_panels.MAX_WAIT, "default": 0},
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"task": _TASK_PROP}),
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])
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