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- HAVE = implemented (134 tools)
- NEXT = high-impact, feasible additions
- FAR = possible but lower priority or complex
- Items within a section ordered roughly by priority
-
screenshot— full screen or region → base64 PNG -
get_pixel_color— hex color at x,y -
get_screen_size— virtual screen dimensions -
get_screen_dpi— per-monitor DPI + scale % -
ocr— extract text via Windows.Media.Ocr (any language) -
find_image— NCC template matching with ONNX + OCR fallback -
find_all_images— NCC template matching with ONNX + OCR fallback, returns all matches -
ocr_languages— list installed OCR languages (so agent knows what's available) -
record_screen— frame polling at interval → base64 frame array
| Tool | Why |
|---|---|
image_diff |
pixel-level diff between two screenshots (detect changes) |
image_histogram |
color histogram analysis (detect dark/bright screens) |
match_template_multi |
multi-pass NCC at different scales (handle DPI variation) |
| Tool | Why |
|---|---|
detect_ui_elements |
use OCR bounding boxes to classify buttons/text fields/lists |
barcode_reader |
decode QR/DataMatrix/Code128 from screen region |
face_detection |
WinRT face detection via Camera |
screen_recording_video |
encode frames to actual video file (mp4) |
real_time_stream |
WebSocket stream of frames for live agent view |
color_detection |
find all pixels of a given color on screen |
snap_diff |
compare screenshot to a reference "golden" image |
ocr_gpu_accelerated — GPU-backed OCR backend |
10x faster text extraction (from DesktopCtl) |
screen_tokenize — structured UI token output |
deterministic CLI-style UI description (from DesktopCtl) |
-
click— left/right/middle, single/double at x,y -
move_mouse— move cursor to x,y -
scroll— wheel up/down/left/right (clicks + horizontal) -
drag— click-hold from→to -
hover— move + wait 300ms (for tooltips) -
get_cursor_position— current x,y
| Tool | Why |
|---|---|
click_hold / release — separate hold/release |
complex drag-and-drop, slider manipulation |
scroll_smooth — pixel-based scrolling |
precise scroll in lists/canvases |
scroll_horizontal — horizontal wheel/tilt |
horizontal scrolling in wide content |
drag_relative — drag by (dx, dy) from current pos |
relative drag gestures |
| Tool | Why |
|---|---|
mouse_gesture — recognize shape (L, V, Z) |
gesture-based commands |
click_all_matches — click every occurrence on screen |
dismiss all notifications, close all tabs |
right_click_menu — right-click + get menu items |
context menu interaction |
multi_touch — simulate touch gestures (pinch, swipe) |
tablet/touch scenarios |
pen_stylus — WinRT pen simulation |
drawing, handwriting |
background_click — click without stealing cursor |
non-disruptive automation (from Cua) |
background_type — type without focusing target window |
invisible input (from Cua) |
-
type— send text string -
key_press— key combos (Ctrl+C, Alt+Tab, etc.) -
type_and_submit— type + Enter -
select_all_and_type— Ctrl+A + type
| Tool | Why |
|---|---|
type_character_by_character — type with per-char delay |
simulate human typing for apps that buffer input |
type_with_modifiers — e.g. type "hello" while holding Shift |
advanced text entry |
key_hold / key_release — separate hold/release |
games, modifier management |
get_keyboard_state — which modifier keys are pressed |
check CapsLock/NumLock/ScrollLock state |
set_keyboard_state — toggle CapsLock/NumLock |
fix common input issues |
| Tool | Why |
|---|---|
text_from_clipboard_paste — paste instead of type |
faster, avoids IME/input issues |
text_file_input — type contents of a text file |
paste large text without clipboard |
ime_text_input — send text through IME composition |
Japanese/Chinese input methods |
macro_record / macro_playback — record key sequence |
repeatable automation |
send_keys_advanced — SendKeys-style with pauses |
legacy app compatibility |
-
list_windows— all visible windows (handle, title, PID) -
focus_window— bring to foreground -
find_window— by title substring -
wait_for_window— poll until window appears -
move_window— set x,y,w,h -
minimize_window/maximize_window/restore_window close_window-
get_window_state— visible, minimized, maximized, fullscreen, position -
screenshot_element— screenshot a specific window
| Tool | Why |
|---|---|
snap_window_left / snap_window_right — snap to half screen |
common multi-window workflow |
snap_window_top / snap_window_bottom / snap_window_corner
|
quarter-screen layouts |
get_window_z_order — window stacking order |
understand overlap |
set_window_z_order — bring to top/bottom/above/below |
reorder windows |
set_window_transparency — alpha blend (SetLayeredWindowAttributes) |
peek through windows |
set_window_title — change window title |
identification |
cascade_windows / tile_windows — arrange all windows |
classic Windows arrange |
find_window_by_pid — get window owned by a process |
process→window mapping |
| Tool | Why |
|---|---|
get_window_children — enumerate child windows |
UI Automation for controls |
window_screenshot_multi — screenshot all windows at once |
full desktops |
scroll_window — scroll content inside a window |
scroll without focus |
click_window_at — click relative to window origin |
element positioning |
set_window_always_on_top |
floating windows |
get_window_class_name — Win32 class name |
identify control types |
— none
| Tool | Why |
|---|---|
list_virtual_desktops |
enumerate all desktops |
switch_virtual_desktop (by index or GUID) |
move between workspaces |
create_virtual_desktop |
new workspace |
remove_virtual_desktop |
delete workspace |
move_window_to_desktop |
move window to different desktop |
get_current_desktop |
which desktop is active |
| Tool | Why |
|---|---|
pin_window_to_all_desktops |
show on every desktop |
get_desktop_wallpaper |
background image |
-
list_processes— name, PID, threads, parent PID -
launch_app— ShellExecute (open verb) -
kill_process— TerminateProcess by PID
| Tool | Why |
|---|---|
launch_app_with_args — specify arguments |
run commands with params |
launch_app_hidden — no window |
run background processes |
launch_app_as_admin — UAC elevation |
admin tasks |
launch_app_with_env — set env vars for child proc |
custom environment |
wait_for_process_exit — wait until PID exits |
sequential task chaining |
launch_and_wait_exit — launch + wait for exit |
run-and-collect |
get_process_info — memory, CPU, command line |
process details |
| Tool | Why |
|---|---|
set_process_priority — idle/below_normal/normal/above_normal/high/realtime |
CPU management |
suspend_process / resume_process
|
freeze/thaw |
get_process_threads — list threads |
diagnostics |
run_as_user — impersonation |
different user context |
create_process_group / kill_process_tree
|
manage process families |
vm_sandbox_create — launch QEMU/Docker sandbox |
isolated execution (from Cua) |
vm_sandbox_destroy — tear down sandbox |
cleanup (from Cua) |
sandbox_exec — run command inside sandbox |
safe testing (from Cua) |
-
get_disk_usage— all drives (total, free, used %) -
open_file_explorer— open Explorer to path -
open_file_location— open Explorer with file selected -
list_directory— list files/subdirs (name, size, is_dir, mod_time, mode) -
read_file— format-aware (txt, docx, xlsx, pdf, images via OCR), pagination -
write_file— format-aware write (txt, docx, xlsx, pdf), requiresoverwrite=truefor existing -
find_files— recursive glob search (e.g.*.go,**/*.md) -
copy_file— copy file or directory recursively -
move_file— move/rename file or directory -
delete_file— move to Recycle Bin (SHFileOperationW) -
create_directory— mkdir -p -
get_file_info— size, mod_time, is_dir, mode
| Tool | Why |
|---|---|
append_to_file — add content to end of file |
logging |
read_file_lines — read specific line range |
large file navigation |
| Tool | Why |
|---|---|
download_file — HTTP download to local path |
fetch remote files |
archive_create / archive_extract — zip/tar,7z |
compression |
watch_directory — file system watcher |
monitor for changes |
read_file_binary — read as base64 |
binary file handling |
check_disk_health — SMART, error counts |
diagnostics |
get_recycle_bin — list recycle bin contents |
recovery |
-
get_clipboard— text content -
set_clipboard— write text
| Tool | Why |
|---|---|
get_clipboard_image — read image from clipboard |
image copy operations |
get_clipboard_files — read copied file paths |
file cut/copy |
get_clipboard_formats — list available formats |
clipboard inspection |
clear_clipboard — empty clipboard |
security cleanup |
| Tool | Why |
|---|---|
clipboard_history — access clipboard history |
multi-paste |
set_clipboard_image — copy image to clipboard |
image editing context |
set_clipboard_files — copy files to clipboard |
file operations |
-
get_volume/set_volume— system volume 0-100 -
set_mute— toggle mute (sets to 0 or 50) -
list_audio_devices— render + capture devices -
set_default_audio_device— set default render device
| Tool | Why |
|---|---|
get_microphone_mute / set_microphone_mute
|
mic control for voice |
play_sound — play a .wav file or system sound |
audio feedback |
play_beep — beep at frequency/duration |
alerts |
get_audio_levels — current VU meter level |
volume visualization |
record_audio — record from microphone to file |
voice capture |
| Tool | Why |
|---|---|
text_to_speech — SAPI/WinRT speech synthesis |
speak to user |
speech_to_text — WinRT speech recognition |
transcribe microphone |
get_system_sounds — list available system sounds |
customization |
set_audio_device_volume — per-device volume |
granular control |
audio_mixer — per-app volume control |
app-specific audio |
— none
| Tool | Why |
|---|---|
speak — TTS via WinRT SpeechSynthesis |
voice feedback to user |
speak_to_file — generate speech .wav |
save speech output |
list_tts_voices — available voices |
selection |
set_tts_voice — choose voice |
personalization |
| Tool | Why |
|---|---|
transcribe_microphone — live speech→text |
voice commands |
transcribe_file — transcribe audio file |
offline transcription |
list_speech_languages — supported recognition languages |
multi-lingual |
continuous_speech_recognition — real-time streaming |
always-listening mode |
-
shutdown/restart/sleep/hibernate -
get_uptime— time since boot -
get_idle_time— time since last user input -
get_battery— percentage, charging, AC status -
get_system_info— hostname, OS, total/free RAM -
get_disk_usage— all drives lock_workstation
| Tool | Why |
|---|---|
set_screen_power — turn monitor on/off |
power saving |
get_power_scheme — current power plan GUID |
power management |
set_power_scheme — high performance / balanced / power saver |
performance control |
get_computer_name / set_computer_name
|
system identity |
get_timezone / set_timezone
|
time management |
get_system_locale — current locale |
localization awareness |
| Tool | Why |
|---|---|
get_cpu_usage / get_memory_usage
|
performance monitoring |
get_installed_updates — Windows Update status |
patch management |
get_event_log — tail system/application logs |
diagnostics |
get_os_version — detailed version/build |
compatibility |
screen_off / screen_on — display power state |
energy saving |
get_system_uptime_seconds (already have via duration) |
— |
-
get_network_info— hostname, IPs, DNS, gateway -
ping— ICMP reachability
| Tool | Why |
|---|---|
get_wifi_ssid — connected WiFi network name |
connectivity awareness |
get_wifi_signal_strength — RSSI |
signal quality |
list_network_adapters — adapters + status |
diagnostics |
get_active_network_connections — active TCP/UDP |
app network awareness |
get_firewall_status — Windows Defender Firewall state |
security check |
get_proxy_settings — current proxy config |
internet access |
speed_test — network speed (download/upload) |
bandwidth check |
| Tool | Why |
|---|---|
set_static_ip / set_dhcp
|
network configuration |
enable_network_adapter / disable_network_adapter
|
connectivity control |
get_public_ip — external IP |
internet presence |
connect_to_wifi / disconnect_wifi
|
wireless management |
traceroute / nslookup — network diagnostics |
troubleshooting |
— none
| Tool | Why |
|---|---|
registry_read — read a registry value |
system settings |
registry_list_keys — enumerate subkeys |
registry browsing |
| Tool | Why |
|---|---|
registry_write / registry_delete
|
system configuration |
— none
| Tool | Why |
|---|---|
get_env — get a single env var |
config awareness |
list_env — all env vars |
full environment |
set_env — set env var for current process |
runtime config |
| Tool | Why |
|---|---|
set_env_permanent — persistent env var |
system configuration |
get_path / set_path — PATH management |
executable lookup |
-
uia_find— find elements by name, automation_id, control_type → bounding rect + properties -
uia_get_text— read text from a UI element -
uia_invoke— click/invoke a button or control via Invoke/Toggle/Click pattern
| Tool | Why |
|---|---|
uia_get_focused_control — AutomationElement for focused element |
know what's focused |
uia_get_text — get text from a text control |
read text fields |
uia_set_text — set text in a text control |
input without keyboard simulation |
uia_invoke — click a button by AutomationId/Name |
reliable click on controls |
uia_get_children — list child elements of a window |
explore UI structure |
| Tool | Why |
|---|---|
uia_select — select from combobox/listbox |
dropdown selection |
uia_get_table — read table/grid content |
data extraction |
uia_scroll / uia_select_tab
|
control interaction |
uia_wait_for_element — wait for control by AutomationId |
robust automation |
uia_get_bounding_rect — get element screen rect |
positioning |
— none
| Tool | Why |
|---|---|
taskbar_search — type in taskbar search box |
quick access |
start_menu_open / start_menu_close
|
start menu access |
get_pinned_taskbar_items — list pinned apps |
quick launch awareness |
| Tool | Why |
|---|---|
pin_to_taskbar / unpin_from_taskbar
|
taskbar customization |
get_jump_list — right-click menu for taskbar item |
recent files, tasks |
action_center_open / action_center_close
|
notification center |
clock_flyout — open calendar/clock |
date/time access |
system_tray_open — show hidden icons |
tray access |
-
show_notification— blocking MessageBox
| Tool | Why |
|---|---|
toast_notify — Windows Toast notification (non-blocking) |
modern notifications |
toast_dismiss — dismiss a notification |
clean up |
| Tool | Why |
|---|---|
get_notification_history — read notification center |
missed alerts |
— none
| Tool | Why |
|---|---|
list_usb_devices — connected USB devices |
peripheral awareness |
eject_usb — safely remove USB drive |
safe removal |
| Tool | Why |
|---|---|
list_printers / get_default_printer
|
printing awareness |
get_connected_displays — external monitors |
display config |
list_bluetooth_devices — paired BT devices |
wireless peripherals |
— none
| Tool | Why |
|---|---|
get_system_time — current date/time |
time awareness |
get_timezone |
timezone awareness |
| Tool | Why |
|---|---|
set_system_time |
time synchronization |
get_uptime_display — human-readable uptime |
user communication |
— none
| Tool | Why |
|---|---|
get_high_contrast — is high contrast mode on |
accessibility awareness |
get_magnifier_state — Magnifier on/off + zoom level |
support magnification |
get_narrator_state — is Narrator running |
screen reader awareness |
| Tool | Why |
|---|---|
set_high_contrast |
toggle accessibility |
get_cursor_size / get_text_size
|
scaling awareness |
— none
| Tool | Why |
|---|---|
get_session_type — console vs RDP |
know if remote |
get_active_sessions — list terminal sessions |
multi-user awareness |
| Tool | Why |
|---|---|
disconnect_session / logoff_session
|
session management |
— none
| Tool | Why |
|---|---|
is_admin — check if running as admin |
permission awareness |
get_username — current user |
identity |
get_user_sid — user security identifier |
identity |
get_user_groups — group membership |
permission awareness |
list_tools — list all MCP tools with metadata |
tool discovery |
enable_tool / disable_tool — per-tool allow/deny |
granular security (from Windows-MCP) |
set_auth_token — configure bearer token for TCP transport |
transport security (from Windows-MCP) |
set_tls — configure TLS cert for TCP transport |
transport encryption (from Windows-MCP) |
| Tool | Why |
|---|---|
uac_prompt — trigger elevation dialog |
admin escalation |
get_logged_in_users — active users |
multi-user |
get_bitlocker_status — drive encryption |
security status |
get_defender_status — antivirus status |
security awareness |
set_cors_origin — restrict MCP clients by origin |
remote access control |
set_ip_allowlist / set_ip_denylist — IP-based access control |
network security |
-
list_displays— name, res, position, primary -
get_screen_size— virtual width/height -
get_screen_dpi— per-monitor DPI + scale % -
get_display_modes— all available resolutions, refresh rates, color depths per monitor
| Tool | Why |
|---|---|
get_display_orientation — landscape/portrait |
rotation |
get_virtual_screen_bounds — total spanning rect |
multi-monitor layout |
dpi_normalize_coordinates — transform coords between monitors with different DPI |
mixed-DPI setups (from Windows MCP Server) |
| Tool | Why |
|---|---|
set_display_resolution — change resolution |
display config |
set_display_orientation |
rotation |
identify_displays — flash display number |
user communication |
open_file_exploreropen_file_locationopen_url
| Tool | Why |
|---|---|
open_run_dialog — Win+R |
quick command |
open_command_prompt / open_powershell
|
terminal access |
open_control_panel — specific applet |
system settings |
open_settings_app — Windows Settings page |
modern settings |
get_default_browser |
URL handling awareness |
| Tool | Why |
|---|---|
open_recycle_bin |
file recovery |
empty_recycle_bin |
cleanup |
open_task_manager |
process management |
get_association — file extension→app |
default program |
-
find_text_and_click— OCR + click at text -
wait_for_text— poll OCR until text appears -
click_menu_item— within a window by title -
launch_and_wait— launch app + wait for window -
screenshot_element— screenshot a window -
hover— move + wait -
type_and_submit— type + Enter -
select_all_and_type— Ctrl+A + type
| Tool | Why |
|---|---|
find_text_and_right_click |
right-click on OCR text |
find_text_and_double_click |
double-click on OCR text |
find_all_text — return all matches |
multi-target |
fill_form — map field labels→values |
form filling |
drag_and_drop_file — drag file from Explorer |
file operation |
download_and_open — download URL then open |
remote file workflow |
scroll_until_text_visible — scroll + OCR poll |
infinite scroll |
click_all_matching_text — click every occurrence |
bulk dismissals |
dismiss_all_notifications — find+close |
cleanup |
type_password — type from env var |
secure input |
| Tool | Why |
|---|---|
login_to_website — URL + credentials → logged in page |
web automation |
navigate_file_dialog — Open/Save dialog → select file |
file dialog handling |
complete_wizard — button-by-button wizard completion |
installer automation |
install_app — download + run installer + accept EULA |
app installation |
ocr_and_chain — general OCR → tool call pipeline |
agent-in-a-box |
-
auto_verify— all 11 action tools support post-action OCR verification -
pre_expected— all 11 action tools support pre-action precondition check -
expected— configurable text/change/not_text criteria - chain
verifystep type — retry loop with OCR diff
| Tool | Why |
|---|---|
verify_image_diff — screenshot comparison verification |
visual change detection |
verify_with_timeout — poll verification until pass/timeout |
async UI transitions |
| Tool | Why |
|---|---|
structured_logging — per-module structured logging to %APPDATA%\go-mcp-computer-use\logs\ via slog with rotation |
debug & audit trail |
| Tool | Why |
|---|---|
log_memory — current heap usage |
memory monitoring |
benchmark_screenshot — capture timing |
performance baseline |
debug_ocr — raw OCR output with confidence |
OCR quality assessment |
| Tool | Why |
|---|---|
save_screenshot_to_file — save debug screenshot |
examination |
save_all_state — windows + processes + disks |
snapshot |
-
memory_set/memory_get/memory_search/memory_list/memory_forget— SQLite FTS5 persistent fact store with TTL -
agent_analyze/agent_suggest/agent_train— adaptive engine (timing stats, success rates, coordinate prediction) -
training_save_sample/training_list_samples/training_stats/training_mark_used/training_cleanup_noise/export_yolo_dataset— auto-collect + export pipeline -
datalog_query/datalog_status/datalog_export— action/OCR/chain/pair datalog - Statistical priors — element frequency + position per window
-
introspection_analyze/task_begin/task_end— post-task mining
| Tool | Why |
|---|---|
set_retention_policy — auto-prune training samples older than N days |
bound disk usage (from Recall) |
set_sensitive_content_filter — regex patterns to redact before saving |
privacy guard (from Recall) |
training_set_category_prompt — per-category task prompt |
richer training context |
| Tool | Why |
|---|---|
in_context_rl — session-scoped outcome buffer for within-session learning |
adaptive on-the-fly (from Agent-S) |
semantic_search_screenshots — vector embedding index over past screenshots |
find-by-content (from Recall) |
rl_training_environment — simulated desktop for reinforcement learning |
RL pipeline (from Cua) |
model_fine_tune — trigger local fine-tuning of ONNX model |
self-improving vision |
- stdio transport only
| Feature | Why |
|---|---|
| SSE transport | run as standalone server, support remote MCP clients (from Windows-MCP) |
| Streamable HTTP transport | modern MCP transport, bidirectional streaming |
| Bearer token auth | authenticate MCP clients (from Windows-MCP) |
| TLS support | encrypt transport layer (from Windows-MCP) |
| CORS support | restrict browser-based MCP clients (from Windows-MCP) |
set_transport / get_transport_config — runtime transport switching |
flexible deployment |
| Feature | Why |
|---|---|
| OAuth 2.0 + PKCE | enterprise auth (from Windows-MCP) |
| WebSocket transport | real-time bidirectional streaming |
| Unix domain socket transport | local high-performance IPC |
-
open_url— open URL in default browser -
find_text_and_click— basic OCR-based browser interaction -
wait_for_text— poll OCR until text appears
| Tool | Why |
|---|---|
browser_snapshot — capture DOM snapshot of current page |
structured page data (from Windows-MCP) |
browser_dom_get — query DOM elements by CSS selector |
fast element access (from Windows-MCP) |
browser_dom_get_text — get text content of DOM element |
read page content (from Windows-MCP) |
browser_dom_invoke — click/submit DOM element |
reliable browser interaction (from Windows-MCP) |
browser_dom_get_attributes — get element attributes |
page structure analysis |
browser_execute_js — run JavaScript in page context |
advanced page scripting |
| Tool | Why |
|---|---|
browser_new_tab / browser_close_tab — tab management |
multi-page workflows |
browser_get_cookies / browser_set_cookies — session management |
authenticated browsing |
browser_wait_for_page_load — wait until page fully loaded |
reliable navigation |
browser_get_console_logs — capture console output |
debugging |
browser_fill_form — auto-fill form fields by label |
form automation (from Browser Use) |
browser_download_file — capture download from browser |
file acquisition |
| CAPTCHA solving | farm out to third-party service (from Browser Use) |
— none
| Tool | Why |
|---|---|
container_list — list running containers |
container awareness |
container_exec — run command inside container |
cross-platform execution (from Bytebot) |
| Tool | Why |
|---|---|
linux_x_desktop_control — control Linux X11/Wayland desktops |
Linux support (from Bytebot) |
macos_a11y_control — control macOS via Accessibility API |
macOS support |
container_desktop_launch — launch desktop app inside container |
isolated Linux desktop (from Bytebot) |
cross_platform_interface — abstract Windows/Linux/macOS behind common API |
portable agent tasks |
| Domain | HAVE | NEXT | FAR | Total Possible |
|---|---|---|---|---|
| Vision | 10 | 5 | 9 | 24 |
| Mouse | 6 | 6 | 7 | 19 |
| Keyboard | 10 | 5 | 6 | 21 |
| Windows | 13 | 9 | 6 | 28 |
| Virtual Desktops | 0 | 6 | 2 | 8 |
| Processes | 4 | 7 | 8 | 19 |
| File System | 12 | 3 | 6 | 21 |
| Clipboard | 2 | 4 | 3 | 9 |
| Audio | 4 | 5 | 6 | 15 |
| TTS / STT | 0 | 4 | 4 | 8 |
| Power & System | 11 | 8 | 6 | 25 |
| Network | 2 | 8 | 5 | 15 |
| Registry | 0 | 2 | 2 | 4 |
| Environment | 0 | 3 | 2 | 5 |
| UI Automation | 3 | 4 | 5 | 12 |
| Taskbar / Start | 0 | 3 | 5 | 8 |
| Notifications | 1 | 2 | 1 | 4 |
| USB & Devices | 0 | 2 | 3 | 5 |
| Time & Date | 0 | 2 | 2 | 4 |
| Accessibility | 0 | 3 | 2 | 5 |
| Remote Session | 0 | 2 | 2 | 4 |
| Security & Identity | 0 | 8 | 6 | 14 |
| Screen (HW) | 6 | 3 | 3 | 12 |
| Windows Shell | 3 | 5 | 3 | 11 |
| Chained | 10 | 11 | 5 | 26 |
| Debugging | 1 | 3 | 2 | 6 |
| Memory & ML | 10 | 3 | 4 | 17 |
| Transport & Server | 0 | 6 | 3 | 9 |
| Browser Automation | 3 | 6 | 6 | 15 |
| Linux & Container | 0 | 2 | 4 | 6 |
| TOTAL | 135 | 128 | 122 | 385 |
- Build out NEXT items — these are straightforward and high value (another ~128 tools)
- Error wrapping audit — remaining Slice 4 item for consistent error feedback across all tools
- Security + Transport — per-tool enable/disable + TLS + SSE are prerequisites for remote deployment
- Browser DOM mode — CDP/Playwright integration for 10x faster web tasks (steal from Windows-MCP)
- Background control — SendInput/UIA for non-disruptive clicks (steal from Cua)
- Cross-platform interface — Linux/macOS stubs + container support (steal from Bytebot)
- ML model improvement — fix YOLO11n opset 22 incompatibility, explore UI-specific fine-tuning