Files
DemonGatanjieu-Anomalous_Mo…/api/mcp_server.py
T
DemonGatanjieuandClaude Opus 5.5 80f41f98e9 feat(mcp): AI apps can act on the open workflow, scan and speak
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>
2026-10-05 22:13:28 +08:00

225 lines
9.7 KiB
Python

"""MCP endpoint: AI apps (Claude, Cursor, Cherry Studio…) use Anomalous's library as tools.
POST /anomalous/mcp speaks the Model Context Protocol's Streamable HTTP transport, both eras:
- modern (2026-07-28): stateless; every request carries its protocol version in `_meta` and
the MCP-Protocol-Version / Mcp-Method / Mcp-Name headers, which must match the body;
- legacy (2025-03-26 to 2025-11-25): an `initialize` handshake first. No session is kept
(sessions are optional there), so both eras are served the same stateless way.
Only this computer may connect: the peer must be loopback, no proxy header may be present,
and Host and Origin (when sent) must name a loopback host, which stops DNS rebinding.
Answers are always one JSON object; there are no server-initiated messages. The tools are
in mcp_tools.py (reading) and mcp_actions.py (acting); POST /anomalous/mcp/bridge is where
the open ComfyUI page claims and answers canvas actions (mcp_bridge.py).
"""
import asyncio
import base64
import ipaddress
import urllib.parse
from aiohttp import web
from . import mcp_bridge
from .mcp_actions import ACTIONS
from .mcp_tools import TOOLS as READ_TOOLS, call_tool
TOOLS = {**READ_TOOLS, **ACTIONS}
MODERN_VERSIONS = ("2026-07-28",)
LEGACY_VERSIONS = ("2025-11-25", "2025-06-18", "2025-03-26")
SERVER_INFO = {"name": "anomalous-model-browser", "title": "Anomalous Model Browser", "version": "1.0.0"}
INSTRUCTIONS = (
"Tools over the user's ComfyUI library as Anomalous Model Browser keeps it: model files with "
"their Civitai information, output images with their generation settings, combos (a model, "
"LoRAs and a prompt), workflow recipes, saved prompts, generated audio, the scan status and "
"the activity log; and tools that act on the workflow open in ComfyUI (read it with "
"describe_canvas first), scan models, or have an Anomalous TTS voice speak. Canvas changes "
"are single Ctrl+Z steps and are logged as the AI's; nothing deletes files. Ids returned by "
"one tool (model_id, image, node ids) are what the others take. For what no tool does, tell "
"the user where in Anomalous to do it (the rail on the left: Models, Gallery, Workflows, "
"Combos, Prompts, Voices)."
)
LIST_TTL_MS = 300000
# Requests run tools in threads; a few at a time is plenty for one person's AI app.
_slots = asyncio.Semaphore(4)
PROXY_HEADERS = ("Forwarded", "X-Forwarded-For", "X-Real-IP", "X-Forwarded-Host")
LOCAL_NAMES = ("localhost",)
PARSE_ERROR, INVALID_REQUEST, METHOD_NOT_FOUND, INVALID_PARAMS = -32700, -32600, -32601, -32602
HEADER_MISMATCH, UNSUPPORTED_VERSION = -32020, -32022
def _loopback_host(name):
if not name:
return False
name = name.strip("[]").lower()
if name in LOCAL_NAMES:
return True
try:
return ipaddress.ip_address(name).is_loopback
except ValueError:
return False
def _is_local(request):
"""The request comes from this computer, directly, and names a loopback host."""
if not _loopback_host(request.remote or ""):
return False
if any(header in request.headers for header in PROXY_HEADERS):
return False
return _loopback_host(urllib.parse.urlsplit("//" + request.headers.get("Host", "")).hostname)
def _origin_ok(request):
origin = request.headers.get("Origin")
return origin is None or _loopback_host(urllib.parse.urlsplit(origin).hostname)
def _decode_header(value):
"""Mcp-Name values outside plain ASCII come as =?base64?…?=."""
if value and value.startswith("=?base64?") and value.endswith("?="):
try:
return base64.b64decode(value[9:-2], validate=True).decode("utf-8")
except (ValueError, UnicodeDecodeError):
return None
return value
def _error(id_, code, message, status=200, data=None):
error = {"code": code, "message": message}
if data is not None:
error["data"] = data
body = {"jsonrpc": "2.0", "error": error}
if id_ is not None:
body["id"] = id_
return web.json_response(body, status=status)
def _result(id_, result, modern):
if modern:
result = {"resultType": "complete", **result}
return web.json_response({"jsonrpc": "2.0", "id": id_, "result": result})
def _tool_list(modern):
result = {"tools": [tool["spec"] for tool in TOOLS.values()]}
if modern:
result.update(ttlMs=LIST_TTL_MS, cacheScope="public")
return result
def _initialize(params):
requested = params.get("protocolVersion")
return {
"protocolVersion": requested if requested in LEGACY_VERSIONS else LEGACY_VERSIONS[0],
"capabilities": {"tools": {"listChanged": False}},
"serverInfo": SERVER_INFO,
"instructions": INSTRUCTIONS,
}
def _discover():
return {
"supportedVersions": list(MODERN_VERSIONS + LEGACY_VERSIONS),
"capabilities": {"tools": {"listChanged": False}},
"_meta": {"io.modelcontextprotocol/serverInfo": SERVER_INFO},
"instructions": INSTRUCTIONS,
"ttlMs": LIST_TTL_MS,
"cacheScope": "public",
}
def _modern_header_problem(request, method, params, version):
"""Why the mirrored headers do not match the body (2026-07-28), or None."""
if request.headers.get("MCP-Protocol-Version") != version:
return "MCP-Protocol-Version header missing or not the body's protocol version"
if request.headers.get("Mcp-Method") != method:
return "Mcp-Method header missing or not the body's method"
if method in ("tools/call", "prompts/get", "resources/read"):
name = params.get("uri") if method == "resources/read" else params.get("name")
if _decode_header(request.headers.get("Mcp-Name")) != name:
return "Mcp-Name header missing or not the body's name"
return None
async def _call(params, request):
name = params.get("name")
arguments = params.get("arguments") or {}
if name not in TOOLS or not isinstance(arguments, dict):
return None
ctx = {"base_url": f"{request.scheme}://{request.host}"} # loopback, checked in api_mcp
async with _slots:
result = await asyncio.to_thread(call_tool, TOOLS, name, arguments, ctx)
return result
async def api_mcp(request):
"""POST /anomalous/mcp - one JSON-RPC request or notification per POST."""
if request.method != "POST":
return web.Response(status=405, headers={"Allow": "POST"})
if not _is_local(request) or not _origin_ok(request):
return _error(None, INVALID_REQUEST, "Only this computer may use the Anomalous MCP endpoint.", status=403)
try:
body = await request.json()
except (ValueError, UnicodeDecodeError):
return _error(None, PARSE_ERROR, "Body is not JSON", status=400)
if not isinstance(body, dict) or body.get("jsonrpc") != "2.0" or not isinstance(body.get("method"), str):
return _error(None, INVALID_REQUEST, "Expected one JSON-RPC 2.0 request (batches are not supported)", status=400)
if "id" not in body:
return web.Response(status=202) # notifications (initialized, cancelled) need no answer
id_, method = body["id"], body["method"]
params = body.get("params") if isinstance(body.get("params"), dict) else {}
if method == "initialize":
return _result(id_, _initialize(params), modern=False)
meta = params.get("_meta") if isinstance(params.get("_meta"), dict) else {}
version = meta.get("io.modelcontextprotocol/protocolVersion")
modern = version is not None
if modern:
if version not in MODERN_VERSIONS:
return _error(id_, UNSUPPORTED_VERSION, "Unsupported protocol version", status=400,
data={"supported": list(MODERN_VERSIONS + LEGACY_VERSIONS), "requested": version})
problem = _modern_header_problem(request, method, params, version)
if problem:
return _error(id_, HEADER_MISMATCH, f"Header mismatch: {problem}", status=400)
else:
header = request.headers.get("MCP-Protocol-Version")
if header is not None and header not in LEGACY_VERSIONS:
return _error(id_, INVALID_REQUEST, f"Unsupported protocol version {header}", status=400,
data={"supported": list(MODERN_VERSIONS + LEGACY_VERSIONS), "requested": header})
if method == "server/discover" and modern:
return _result(id_, _discover(), modern)
if method == "ping":
return _result(id_, {}, modern)
if method == "tools/list":
return _result(id_, _tool_list(modern), modern)
if method == "tools/call":
result = await _call(params, request)
if result is None:
return _error(id_, INVALID_PARAMS, f"Unknown tool or bad arguments: {params.get('name')}")
return _result(id_, result, modern)
return _error(id_, METHOD_NOT_FOUND, f"Method not found: {method}", status=404 if modern else 200)
async def api_mcp_bridge(request):
"""POST /anomalous/mcp/bridge - the open page claims a canvas action ({id, claim: true} ->
{granted}) and then answers it ({id, outcome: {ok, value} | {ok: false, error}})."""
if not _is_local(request) or not _origin_ok(request):
return web.json_response({"error": "This computer only"}, status=403)
try:
body = await request.json()
except (ValueError, UnicodeDecodeError):
body = None
if not isinstance(body, dict) or not isinstance(body.get("id"), str):
return web.json_response({"error": "Expected {id, claim} or {id, outcome}"}, status=400)
if body.get("claim") is True:
return web.json_response({"granted": mcp_bridge.claim(body["id"])})
return web.json_response({"accepted": mcp_bridge.resolve(body["id"], body.get("outcome"))})
def register_routes(app):
app.router.add_route("*", "/anomalous/mcp", api_mcp)
app.router.add_post("/anomalous/mcp/bridge", api_mcp_bridge)