mirror of
https://github.com/NousResearch/hermes-agent.git
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feat(computer-use): cua-driver backend, universal any-model schema
Background macOS desktop control via cua-driver MCP — does NOT steal the user's cursor or keyboard focus, works with any tool-capable model. Replaces the Anthropic-native `computer_20251124` approach from the abandoned #4562 with a generic OpenAI function-calling schema plus SOM (set-of-mark) captures so Claude, GPT, Gemini, and open models can all drive the desktop via numbered element indices. ## What this adds - `tools/computer_use/` package — swappable ComputerUseBackend ABC + CuaDriverBackend (stdio MCP client to trycua/cua's cua-driver binary). - Universal `computer_use` tool with one schema for all providers. Actions: capture (som/vision/ax), click, double_click, right_click, middle_click, drag, scroll, type, key, wait, list_apps, focus_app. - Multimodal tool-result envelope (`_multimodal=True`, OpenAI-style `content: [text, image_url]` parts) that flows through handle_function_call into the tool message. Anthropic adapter converts into native `tool_result` image blocks; OpenAI-compatible providers get the parts list directly. - Image eviction in convert_messages_to_anthropic: only the 3 most recent screenshots carry real image data; older ones become text placeholders to cap per-turn token cost. - Context compressor image pruning: old multimodal tool results have their image parts stripped instead of being skipped. - Image-aware token estimation: each image counts as a flat 1500 tokens instead of its base64 char length (~1MB would have registered as ~250K tokens before). - COMPUTER_USE_GUIDANCE system-prompt block — injected when the toolset is active. - Session DB persistence strips base64 from multimodal tool messages. - Trajectory saver normalises multimodal messages to text-only. - `hermes tools` post-setup installs cua-driver via the upstream script and prints permission-grant instructions. - CLI approval callback wired so destructive computer_use actions go through the same prompt_toolkit approval dialog as terminal commands. - Hard safety guards at the tool level: blocked type patterns (curl|bash, sudo rm -rf, fork bomb), blocked key combos (empty trash, force delete, lock screen, log out). - Skill `apple/macos-computer-use/SKILL.md` — universal (model-agnostic) workflow guide. - Docs: `user-guide/features/computer-use.md` plus reference catalog entries. ## Tests 44 new tests in tests/tools/test_computer_use.py covering schema shape (universal, not Anthropic-native), dispatch routing, safety guards, multimodal envelope, Anthropic adapter conversion, screenshot eviction, context compressor pruning, image-aware token estimation, run_agent helpers, and universality guarantees. 469/469 pass across tests/tools/test_computer_use.py + the affected agent/ test suites. ## Not in this PR - `model_tools.py` provider-gating: the tool is available to every provider. Providers without multi-part tool message support will see text-only tool results (graceful degradation via `text_summary`). - Anthropic server-side `clear_tool_uses_20250919` — deferred; client-side eviction + compressor pruning cover the same cost ceiling without a beta header. ## Caveats - macOS only. cua-driver uses private SkyLight SPIs (SLEventPostToPid, SLPSPostEventRecordTo, _AXObserverAddNotificationAndCheckRemote) that can break on any macOS update. Pin with HERMES_CUA_DRIVER_VERSION. - Requires Accessibility + Screen Recording permissions — the post-setup prints the Settings path. Supersedes PR #4562 (pyautogui/Quartz foreground backend, Anthropic- native schema). Credit @0xbyt4 for the original #3816 groundwork whose context/eviction/token design is preserved here in generic form.
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23 changed files with 2861 additions and 27 deletions
423
tools/computer_use/cua_backend.py
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423
tools/computer_use/cua_backend.py
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"""Cua-driver backend (macOS only).
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Speaks MCP over stdio to `cua-driver`. The Python `mcp` SDK is async, so we
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run a dedicated asyncio event loop on a background thread and marshal sync
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calls through it.
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Install: `/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/cua-driver/scripts/install.sh)"`
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After install, `cua-driver` is on $PATH and supports `cua-driver mcp` (stdio
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transport) which is what we invoke.
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The private SkyLight SPIs cua-driver uses (SLEventPostToPid, SLPSPostEvent-
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RecordTo, _AXObserverAddNotificationAndCheckRemote) are not Apple-public and
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can break on OS updates. Pin the installed version via `HERMES_CUA_DRIVER_
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VERSION` if you want reproducibility across an OS bump.
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"""
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from __future__ import annotations
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import asyncio
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import base64
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import json
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import logging
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import os
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import platform
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import shutil
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import subprocess
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import sys
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import threading
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from concurrent.futures import Future
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from typing import Any, Dict, List, Optional, Tuple
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from tools.computer_use.backend import (
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ActionResult,
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CaptureResult,
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ComputerUseBackend,
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UIElement,
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)
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logger = logging.getLogger(__name__)
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# ---------------------------------------------------------------------------
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# Version pinning
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# ---------------------------------------------------------------------------
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# The SkyLight SPIs cua-driver calls are private. We pin a known-good version
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# so OS updates don't silently change the surface area our agent depends on.
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# Users on newer macOS releases may need to bump this and re-run
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# `hermes tools` to take the updated binary.
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PINNED_CUA_DRIVER_VERSION = os.environ.get("HERMES_CUA_DRIVER_VERSION", "0.5.0")
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# Env var override for the cua-driver binary path (mostly for tests / CI).
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_CUA_DRIVER_CMD = os.environ.get("HERMES_CUA_DRIVER_CMD", "cua-driver")
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_CUA_DRIVER_ARGS = ["mcp"] # stdio MCP transport
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# ---------------------------------------------------------------------------
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# Helpers
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# ---------------------------------------------------------------------------
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def _is_macos() -> bool:
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return sys.platform == "darwin"
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def _is_arm_mac() -> bool:
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return _is_macos() and platform.machine() == "arm64"
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def cua_driver_binary_available() -> bool:
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"""True if `cua-driver` is on $PATH or HERMES_CUA_DRIVER_CMD resolves."""
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return bool(shutil.which(_CUA_DRIVER_CMD))
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def cua_driver_install_hint() -> str:
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return (
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"cua-driver is not installed. Install with:\n"
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' /bin/bash -c "$(curl -fsSL '
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'https://raw.githubusercontent.com/trycua/cua/main/libs/cua-driver/scripts/install.sh)"\n'
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"Or run `hermes tools` and enable the Computer Use toolset to install it automatically."
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)
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# ---------------------------------------------------------------------------
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# Asyncio bridge — one long-lived loop on a background thread
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# ---------------------------------------------------------------------------
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class _AsyncBridge:
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"""Runs one asyncio loop on a daemon thread; marshals coroutines from the caller."""
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def __init__(self) -> None:
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self._loop: Optional[asyncio.AbstractEventLoop] = None
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self._thread: Optional[threading.Thread] = None
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self._ready = threading.Event()
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def start(self) -> None:
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if self._thread and self._thread.is_alive():
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return
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self._ready.clear()
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def _run() -> None:
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self._loop = asyncio.new_event_loop()
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asyncio.set_event_loop(self._loop)
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self._ready.set()
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try:
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self._loop.run_forever()
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finally:
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try:
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self._loop.close()
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except Exception:
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pass
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self._thread = threading.Thread(target=_run, daemon=True, name="cua-driver-loop")
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self._thread.start()
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if not self._ready.wait(timeout=5.0):
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raise RuntimeError("cua-driver asyncio bridge failed to start")
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def run(self, coro, timeout: Optional[float] = 30.0) -> Any:
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if not self._loop or not self._thread or not self._thread.is_alive():
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raise RuntimeError("cua-driver bridge not started")
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fut: Future = asyncio.run_coroutine_threadsafe(coro, self._loop)
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return fut.result(timeout=timeout)
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def stop(self) -> None:
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if self._loop and self._loop.is_running():
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self._loop.call_soon_threadsafe(self._loop.stop)
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if self._thread:
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self._thread.join(timeout=2.0)
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self._thread = None
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self._loop = None
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# ---------------------------------------------------------------------------
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# MCP session (lazy, shared across tool calls)
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# ---------------------------------------------------------------------------
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class _CuaDriverSession:
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"""Holds the mcp ClientSession. Spawned lazily; re-entered on drop."""
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def __init__(self, bridge: _AsyncBridge) -> None:
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self._bridge = bridge
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self._session = None # mcp.ClientSession
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self._exit_stack = None # AsyncExitStack for stdio_client + ClientSession
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self._lock = threading.Lock()
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self._started = False
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def _require_started(self) -> None:
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if not self._started:
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raise RuntimeError("cua-driver session not started")
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async def _aenter(self) -> None:
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from contextlib import AsyncExitStack
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from mcp import ClientSession, StdioServerParameters
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from mcp.client.stdio import stdio_client
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if not cua_driver_binary_available():
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raise RuntimeError(cua_driver_install_hint())
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params = StdioServerParameters(
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command=_CUA_DRIVER_CMD,
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args=_CUA_DRIVER_ARGS,
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env={**os.environ}, # cua-driver needs HOME / TMPDIR
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)
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stack = AsyncExitStack()
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read, write = await stack.enter_async_context(stdio_client(params))
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session = await stack.enter_async_context(ClientSession(read, write))
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await session.initialize()
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self._exit_stack = stack
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self._session = session
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async def _aexit(self) -> None:
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if self._exit_stack is not None:
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try:
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await self._exit_stack.aclose()
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except Exception as e: # pragma: no cover
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logger.warning("cua-driver shutdown error: %s", e)
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self._exit_stack = None
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self._session = None
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def start(self) -> None:
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with self._lock:
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if self._started:
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return
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self._bridge.start()
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self._bridge.run(self._aenter(), timeout=15.0)
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self._started = True
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def stop(self) -> None:
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with self._lock:
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if not self._started:
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return
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try:
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self._bridge.run(self._aexit(), timeout=5.0)
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finally:
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self._started = False
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# ── Tool invocation ──────────────────────────────────────────────
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async def _call_tool_async(self, name: str, args: Dict[str, Any]) -> Dict[str, Any]:
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result = await self._session.call_tool(name, args)
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# Normalize: mcp returns content parts. We want a dict.
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return _extract_tool_result(result)
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def call_tool(self, name: str, args: Dict[str, Any], timeout: float = 30.0) -> Dict[str, Any]:
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self._require_started()
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return self._bridge.run(self._call_tool_async(name, args), timeout=timeout)
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def _extract_tool_result(mcp_result: Any) -> Dict[str, Any]:
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"""Convert an mcp CallToolResult into a plain dict.
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cua-driver returns a mix of json-text parts and image parts. We flatten:
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{"data": <parsed json from text parts>, "images": [b64, ...], "isError": bool}
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"""
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data: Any = None
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images: List[str] = []
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is_error = bool(getattr(mcp_result, "isError", False))
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text_chunks: List[str] = []
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for part in getattr(mcp_result, "content", []) or []:
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ptype = getattr(part, "type", None)
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if ptype == "text":
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text_chunks.append(getattr(part, "text", "") or "")
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elif ptype == "image":
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b64 = getattr(part, "data", None)
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if b64:
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images.append(b64)
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if text_chunks:
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joined = "\n".join(t for t in text_chunks if t)
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try:
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data = json.loads(joined) if joined.strip().startswith(("{", "[")) else joined
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except json.JSONDecodeError:
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data = joined
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return {"data": data, "images": images, "isError": is_error}
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# ---------------------------------------------------------------------------
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# The backend itself
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# ---------------------------------------------------------------------------
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class CuaDriverBackend(ComputerUseBackend):
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"""Default computer-use backend. macOS-only via cua-driver MCP."""
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def __init__(self) -> None:
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self._bridge = _AsyncBridge()
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self._session = _CuaDriverSession(self._bridge)
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# ── Lifecycle ──────────────────────────────────────────────────
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def start(self) -> None:
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self._session.start()
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def stop(self) -> None:
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try:
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self._session.stop()
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finally:
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self._bridge.stop()
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def is_available(self) -> bool:
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if not _is_macos():
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return False
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return cua_driver_binary_available()
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# ── Capture ────────────────────────────────────────────────────
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def capture(self, mode: str = "som", app: Optional[str] = None) -> CaptureResult:
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args: Dict[str, Any] = {"mode": mode}
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if app:
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args["app"] = app
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out = self._session.call_tool("capture", args)
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data = out["data"] if isinstance(out["data"], dict) else {}
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width = int(data.get("width", 0))
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height = int(data.get("height", 0))
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elements_raw = data.get("elements", []) or []
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elements = [_parse_element(e) for e in elements_raw if isinstance(e, dict)]
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png_b64: Optional[str] = None
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png_bytes_len = 0
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if out["images"]:
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png_b64 = out["images"][0]
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try:
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png_bytes_len = len(base64.b64decode(png_b64, validate=False))
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except Exception:
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png_bytes_len = len(png_b64) * 3 // 4
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return CaptureResult(
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mode=mode,
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width=width,
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height=height,
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png_b64=png_b64,
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elements=elements,
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app=str(data.get("app", "") or ""),
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window_title=str(data.get("window_title", "") or ""),
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png_bytes_len=png_bytes_len,
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)
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# ── Pointer ────────────────────────────────────────────────────
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def click(
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self,
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*,
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element: Optional[int] = None,
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x: Optional[int] = None,
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y: Optional[int] = None,
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button: str = "left",
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click_count: int = 1,
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modifiers: Optional[List[str]] = None,
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) -> ActionResult:
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args: Dict[str, Any] = {"button": button, "clickCount": click_count}
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if element is not None:
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args["element"] = int(element)
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elif x is not None and y is not None:
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args["x"] = int(x)
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args["y"] = int(y)
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else:
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return ActionResult(ok=False, action="click",
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message="click requires element= or x/y")
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if modifiers:
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args["modifiers"] = modifiers
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return self._action("click", args)
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def drag(
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self,
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*,
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from_element: Optional[int] = None,
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to_element: Optional[int] = None,
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from_xy: Optional[Tuple[int, int]] = None,
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to_xy: Optional[Tuple[int, int]] = None,
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button: str = "left",
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modifiers: Optional[List[str]] = None,
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) -> ActionResult:
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args: Dict[str, Any] = {"button": button}
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if from_element is not None:
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args["fromElement"] = int(from_element)
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elif from_xy is not None:
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args["fromX"], args["fromY"] = int(from_xy[0]), int(from_xy[1])
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else:
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return ActionResult(ok=False, action="drag", message="drag requires a source")
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if to_element is not None:
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args["toElement"] = int(to_element)
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elif to_xy is not None:
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args["toX"], args["toY"] = int(to_xy[0]), int(to_xy[1])
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else:
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return ActionResult(ok=False, action="drag", message="drag requires a destination")
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if modifiers:
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args["modifiers"] = modifiers
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return self._action("drag", args)
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def scroll(
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self,
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*,
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direction: str,
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amount: int = 3,
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element: Optional[int] = None,
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x: Optional[int] = None,
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y: Optional[int] = None,
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modifiers: Optional[List[str]] = None,
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) -> ActionResult:
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args: Dict[str, Any] = {"direction": direction, "amount": int(amount)}
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if element is not None:
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args["element"] = int(element)
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elif x is not None and y is not None:
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args["x"] = int(x)
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args["y"] = int(y)
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if modifiers:
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args["modifiers"] = modifiers
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return self._action("scroll", args)
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# ── Keyboard ───────────────────────────────────────────────────
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def type_text(self, text: str) -> ActionResult:
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return self._action("type", {"text": text})
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def key(self, keys: str) -> ActionResult:
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return self._action("key", {"keys": keys})
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# ── Introspection ──────────────────────────────────────────────
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def list_apps(self) -> List[Dict[str, Any]]:
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out = self._session.call_tool("listApps", {})
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data = out["data"] if isinstance(out["data"], (list, dict)) else []
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if isinstance(data, dict):
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data = data.get("apps", [])
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return list(data or [])
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def focus_app(self, app: str, raise_window: bool = False) -> ActionResult:
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return self._action("focusApp", {"app": app, "raise": bool(raise_window)})
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# ── Internal ───────────────────────────────────────────────────
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def _action(self, name: str, args: Dict[str, Any]) -> ActionResult:
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try:
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out = self._session.call_tool(name, args)
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except Exception as e:
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logger.exception("cua-driver %s call failed", name)
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return ActionResult(ok=False, action=name, message=f"cua-driver error: {e}")
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ok = not out["isError"]
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message = ""
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data = out["data"]
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if isinstance(data, dict):
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message = str(data.get("message", ""))
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elif isinstance(data, str):
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message = data
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return ActionResult(ok=ok, action=name, message=message,
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meta=data if isinstance(data, dict) else {})
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def _parse_element(d: Dict[str, Any]) -> UIElement:
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bounds = d.get("bounds") or (0, 0, 0, 0)
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if isinstance(bounds, dict):
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bounds = (
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int(bounds.get("x", 0)),
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int(bounds.get("y", 0)),
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int(bounds.get("w", bounds.get("width", 0))),
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int(bounds.get("h", bounds.get("height", 0))),
|
||||
)
|
||||
elif isinstance(bounds, (list, tuple)) and len(bounds) == 4:
|
||||
bounds = tuple(int(v) for v in bounds)
|
||||
else:
|
||||
bounds = (0, 0, 0, 0)
|
||||
return UIElement(
|
||||
index=int(d.get("index", 0)),
|
||||
role=str(d.get("role", "") or ""),
|
||||
label=str(d.get("label", "") or ""),
|
||||
bounds=bounds, # type: ignore[arg-type]
|
||||
app=str(d.get("app", "") or ""),
|
||||
pid=int(d.get("pid", 0) or 0),
|
||||
window_id=int(d.get("windowId", 0) or 0),
|
||||
attributes={k: v for k, v in d.items()
|
||||
if k not in ("index", "role", "label", "bounds", "app", "pid", "windowId")},
|
||||
)
|
||||
Loading…
Add table
Add a link
Reference in a new issue