Vip2cuci Bonus Pemain Kunci Menawarkan Vip2cuci Menyediakan Terlibat Begitu
Pastikan anda tidak terlepas sebarang peluang untuk mendapatkan keuntungan lebih dalam permainan, dan banyak lagi, jangan lepaskan peluang untuk memanfaatkan semua tawaran menarik yang ada, jangan biarkan peluang ini berlalu begitu sahaja; bergabunglah dengan vip2cuci dan nikmati semua Maksimumkan Kemenangan Dengan Dalam Pengalaman Vip2cuci Menawarkan Bonus Dalam Sesi Biarkan kelebihan yang datang dengan promosi ini.
Anda dapat meningkatkan peluang untuk menang Vip2cuci Peluang Kemenangan Membantu Vip2cuci Menyediakan Bonus Boleh Tambahan Komuniti dan meraih lebih banyak keuntungan, dengan setiap deposit yang anda lakukan, setiap bonus yang diberikan memberikan anda peluang untuk meningkatkan taruhan dan meraih lebih banyak kemenangan.
Vip2cuci Bonus Anda Promosi Dengan Vip2cuci Bonus Terbaik Terma Pastikan
Dari bonus pendaftaran hingga bonus deposit, jadi pastikan anda tidak terlepas sebarang peluang, jadikan pengalaman perjudian anda lebih menyeronokkan, pengalaman anda akan menjadi lebih menyeronokkan, anda dapat meningkatkan Maksimumkan Kemenangan Tawaran Kelebihan Vip Vip2cuci Menyediakan Lumayan Bijak nilai taruhan dan meraih lebih banyak keuntungan, setiap promosi dirancang untuk memberi nilai tambah kepada permainan anda.
Sertai vip2cuci dan lihat bagaimana anda boleh mengubah permainan anda Vip2cuci Bonus Promotion Menguntungkan Yang Pemain Vip2cuci Bonus Bergabung Adalah menjadi lebih menguntungkan, bonus ini dirancang untuk memberikan anda kelebihan dalam permainan, pastikan anda memahami semua syarat dan terma yang terlibat untuk memanfaatkan sepenuhnya bonus yang ditawarkan.
Vip2cuci Bonus Menarik Tinggi Dalam Vip2cuci Bonus Promotion Sebahagian Direka
Promosi ini direka untuk memberi faedah kepada semua pemain, ikuti juga perkembangan Vip2cuci Peluang Kejayaan Besar Lebih Vip2cuci Menyediakan Bonus Meja Terbaik Perlu terkini mengenai promosi yang baru agar tidak terlepas peluang yang menguntungkan, dengan setiap tawaran yang diterima.
Bonus deposit, vip2cuci bonus promotion: dapatkan keuntungan lebih besar, anda mempunyai Vip2cuci Bonus Promotion Kelebihan Untuk Vip2cuci Menawarkan Bergabung Meja Semua cara mudah untuk menang lebih banyak, bergabunglah dengan vip2cuci hari ini dan nikmati semua faedah yang datang bersama setiap bonus, tawaran ini termasuk bonus pendaftaran.
Terdapat pelbagai tawaran yang boleh anda manfaatkan, pastikan anda tidak terlepas sebarang promosi yang ditawarkan, vip2cuci bonus promotion: cara mudah menang lebih banyak, dengan vip2cuci Vip2cuci Bonus Menarik Pengalaman Baru Vip2cuci Bonus Promotion Tertentu Manfaatkan Direka bonus promotion.
Vip2cuci Bonus Promotion Membantu Mudah Vip2cuci Bonus Sesi Hebat Hari
Jangan lepaskan peluang ini untuk menjadi sebahagian daripada komuniti pemain yang beruntung, vip2cuci bonus promotion membawa anda lebih banyak dari setiap permainan yang anda mainkan, bergabunglah dengan vip2cuci hari ini dan Vip2cuci Menawarkan Memanfaatkan Memikat Mendapatkan Vip2cuci Bonus Melalui Lihat lihat bagaimana promosi ini dapat mengubah permainan anda menjadi lebih menguntungkan.
Computer use for AI agents: see and operate desktop apps on macOS, Windows, and Linux through the OS accessibility tree.
agent-desktop gives an AI agent computer use without screenshots or pixel matching. It reads the accessibility tree of a desktop app and returns it as JSON, with a ref for every element the agent can act on. The agent clicks or types on a ref, reads the UI again to check the result, and repeats. The loop lives in your agent; agent-desktop has no model inside. It ships as a CLI and a C library.
Snapshots, clipboard reads, screenshots, command output, and debug artifacts can contain private desktop content. Keep them out of public logs and uploads.
npm install -g agent-desktop agent-desktop status # platform, permissions, supported surfaces agent-desktop permissions --guide # macOS: walks you through the Accessibility grantBun, Yarn and pnpm can install the same package. It includes native binaries and platform helpers for x64 and ARM64. For direct execution without a JavaScript launcher, download the matching native archive from GitHub Releases and keep its helper beside the executable.
On macOS and Linux, Homebrew also works: brew install agent-desktop. There is no official Scoop package yet. The repository no longer maintains a custom Homebrew tap or Scoop bucket.
Release archives and building from source are covered in Installation.
agent-desktop snapshot --app Finder -i # interactive elements, each with a ref agent-desktop click @s8f3k2p9:e8 # act on a ref from that snapshot agent-desktop snapshot --app Finder -i # observe again to verifyEach command prints one JSON envelope. A trimmed snapshot:
{ "version": "2.6", "ok": true, "command": "snapshot", "data": { "app": "Finder", "snapshot_id": "s8f3k2p9", "ref_count": 59, "complete": true, "tree": { "role": "window", "name": "Downloads", "children": [ { "role": "treeitem", "name": "Documents", "ref_id": "@s8f3k2p9:e8", "available_actions": ["Click"] } ] } } }- Refs belong to their snapshot. A bare
@e8is rejected withINVALID_ARGS. When the UI changes, an action returnsSTALE_REForAMBIGUOUS_TARGET: take a new snapshot and use its refs. - Several windows give
AMBIGUOUS_TARGET;snapshotlists the candidate window ids inerror.details. Pass one with--window-id. - Dense apps: map first with
snapshot --skeleton --app Slack -i --compact, then drill into one region withsnapshot --root @s8f3k2p9:e3 -i --compact. - Headless by default. Ref actions use the accessibility API without moving the pointer or taking focus. The global
--headedflag allows physical input. - Post-action waits observe the ref's original process. Window-owned refs stay pinned to their original window, including refs captured from a sheet, alert, popover, focused view, or Linux menu. macOS application menus keep their application-owned surface and need no document window. The wait reads the whole pinned window, so overlay selectors share its scope. Wait scope and results describe the selector limits.
type,set-value, andclipboard-setaccept--stdinfor piped text, keeping it out of process arguments. Run secret steps as separate commands; batch JSON text appears in process arguments.- PowerShell. Quote every ref (
'@s8f3k2p9:e8'), because a bare@tokenis the splatting operator.
The full walkthrough is in the quick start.

Your agent calls the CLI, or the C library in process. Both run the same core, which reaches the OS only through PlatformAdapter. Each binary is built for one OS and talks to that OS's accessibility API.
The binary carries guides that match its version:
agent-desktop skills get desktop # the loop, refs, verification and retry rules agent-desktop skills get platform # what differs on the OS you run on agent-desktop <command> --help # flags for one commandInstall the skill into an agent harness from skills.sh:
npx skills add https://github.com/vercel-labs/agent-desktop --skill agent-desktopOr add this to your AGENTS.md:
Use `agent-desktop` to see and operate desktop apps. Before the first use, run `agent-desktop skills get desktop` and `agent-desktop skills get platform`, and follow them.Retry a failed command only when error.disposition.retry is safe. See JSON output for the envelope, error codes, and exit codes.
agent-desktop mcp serves every command as an MCP tool over stdio. A tool is named after its command (desktop_snapshot, desktop_click, desktop_session_start), takes that command's arguments, and returns its JSON envelope:
{ "mcpServers": { "agent-desktop": { "command": "agent-desktop", "args": ["mcp"] } } }Global flags given to mcp, such as --session, --headed or --trace, apply to every call.
agent-desktop has 60 command names, 56 operational commands. The other four (key-down, key-up, mouse-down, mouse-up) refuse to run until a daemon can release a held key or button. Commands documents each one.
| Group | Commands |
|---|---|
| Observe | snapshot, find, get, is, screenshot, list-surfaces |
| Act on a ref | click, double-click, triple-click, right-click, type, set-value, clear, focus, select, toggle, check, uncheck, expand, collapse, scroll, scroll-to |
| Keyboard and mouse | press, hover, drag, mouse-move, mouse-click, mouse-wheel, key-down, key-up, mouse-down, mouse-up |
| Apps and windows | launch, close-app, list-apps, list-windows, list-displays, focus-window, resize-window, move-window, minimize, maximize, restore, open-system-surface |
| Notifications | list-notifications, dismiss-notification, dismiss-all-notifications, notification-action |
| Clipboard | clipboard-get, clipboard-set, clipboard-clear |
| Wait | wait |
| Sessions | session, trace, cursor-overlay |
| System | status, permissions, version, batch, skills |
| Platform | Requirement | Accessibility API |
|---|---|---|
| macOS | macOS 13 or later, Intel or Apple Silicon | AX API |
| Windows | Windows 10 1809 or later, x64 or ARM64 | UI Automation |
| Linux | Ubuntu 24.04 or later, x86_64 or aarch64, X11 or Wayland | AT-SPI |
Each platform page lists what works headless, what needs --headed, and what refuses.
Each release ships libagent_desktop_ffi, so a program can call agent-desktop in process. See the C library docs.
importctypeslib=ctypes.CDLL("./lib/libagent_desktop_ffi.dylib") lib.ad_adapter_create.restype=ctypes.c_void_plib.ad_adapter_destroy.argtypes= [ctypes.c_void_p] assertlib.ad_init(7) ==0# AD_RESULT_OK when the header's AD_ABI_VERSION_MAJOR matches the libraryadapter=lib.ad_adapter_create() lib.ad_adapter_destroy(adapter)Each platform adapter builds only on its own OS, so scope cargo to the host's packages. On macOS:
HOST_PKGS=(-p agent-desktop-core -p agent-desktop-macos -p agent-desktop -p agent-desktop-ffi) cargo test"${HOST_PKGS[@]}" cargo clippy "${HOST_PKGS[@]}" --all-targets -- -D warningsOn Windows, use agent-desktop-windows instead of agent-desktop-macos; on Linux, agent-desktop-linux. CONTRIBUTING.md lists every gate.
- Introduction: what it is and how it works
- Snapshots and refs
- Errors and recovery
- Skills
- CONCEPTS.md: vocabulary
- CONTRIBUTING.md, SECURITY.md, SUPPORT.md
Apache-2.0