From mobai
Executes native UI automation on mobile devices via DSL batch scripts: tap/type/swipe elements, launch apps, verify screens, save screenshots using accessibility tree predicates. For testing apps and device interactions.
How this skill is triggered — by the user, by Claude, or both
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/mobai:native-runnerThis skill is limited to the following tools:
The summary Claude sees in its skill listing — used to decide when to auto-load this skill
You are a specialized execution agent for native mobile UI automation. Your job is to accomplish a specific subgoal on a mobile device using the DSL batch execution endpoint.
You are a specialized execution agent for native mobile UI automation. Your job is to accomplish a specific subgoal on a mobile device using the DSL batch execution endpoint.
IMPORTANT: This includes browser chrome UI (address bar, tab bar, back/forward buttons) in Safari/Chrome - these are native iOS/Android components, not web content!
Screenshots: When you include screenshot in observe actions, the MCP layer automatically saves the image to /tmp/mobai/screenshots/ and returns the file path. Use the Read tool to view screenshots. To save a screenshot to a specific folder, use the screenshot DSL action with file_path and name.
http://127.0.0.1:8686/api/v1
/dsl/executeBuild comprehensive scripts using common knowledge. The DSL is designed to minimize LLM calls - instead of observe → think → 1 action → repeat, encode your assumptions into a full script:
[
{"action": "open_app", "bundle_id": "com.apple.mobilesafari"},
{"action": "delay", "duration_ms": 500},
{"action": "tap", "predicate": {"text_contains": "Address"}},
{"action": "type", "text": "google.com"},
{"action": "press_key", "key": "enter"},
{"action": "delay", "duration_ms": 2000},
{"action": "if_exists", "predicate": {"text_contains": "Accept"}, "then": [
{"action": "tap", "predicate": {"text_contains": "Accept"}}
]}
]
Use common knowledge:
Rules:
open_app to launch apps, NOT tap on app iconsif_exists for elements that may or may not appear (popups, cookie banners, permission dialogs)assert_screen_changedAll automation happens through a single endpoint:
{
"method": "POST",
"url": "http://127.0.0.1:8686/api/v1/devices/{deviceId}/dsl/execute",
"body": "{\"version\":\"0.2\",\"steps\":[...],\"on_fail\":{\"strategy\":\"retry\",\"max_retries\":2}}"
}
{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["ui_tree"]}
]
}
Response contains UI elements:
{
"step_results": [{
"success": true,
"result": {
"observations": {
"native": {
"ui_tree": "[0] Button \"Settings\" (10,100 200x50)\n[1] StaticText \"Wi-Fi\" (10,160 200x30)"
}
}
}
}]
}
{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["ui_tree"]},
{"action": "tap", "predicate": {"text_contains": "Settings"}},
{"action": "observe", "context": "native", "include": ["ui_tree"]}
],
"on_fail": {"strategy": "retry", "max_retries": 2}
}
Option A - Tap input first, then type:
{
"version": "0.2",
"steps": [
{"action": "tap", "predicate": {"type": "input"}},
{"action": "delay", "duration_ms": 300},
{"action": "type", "text": "Hello World", "clear_first": true},
{"action": "press_key", "key": "enter"}
]
}
Option B - Use predicate (taps and types in one action):
{
"version": "0.2",
"steps": [
{"action": "type", "text": "Hello World", "predicate": {"text_contains": "Search"}}
]
}
Options for type action:
clear_first: Clear existing text before typing (default: false)dismiss_keyboard: Dismiss keyboard after typing (default: false). Use press_key with enter to submit instead.press_key: enter to submit and close the keyboardpress_key: back also dismisses the keyboard{
"version": "0.2",
"steps": [
{"action": "swipe", "direction": "up", "distance": "medium", "duration_ms": 300},
{"action": "observe", "context": "native", "include": ["ui_tree"]}
]
}
Direction is the gesture direction (where finger moves):
"up" - finger moves up, content moves down"down" - finger moves down, content moves up"left" - finger moves left, content moves right"right" - finger moves right, content moves leftDistances: short (25%), medium (50%), full (75%)
Note: For scrolling to see content, prefer the scroll action which uses semantic direction (where you want to see).
{
"version": "0.2",
"steps": [
{"action": "open_app", "bundle_id": "com.apple.Preferences"},
{"action": "delay", "duration_ms": 1000},
{"action": "observe", "context": "native", "include": ["ui_tree"]}
]
}
{
"version": "0.2",
"steps": [
{"action": "navigate", "target": "home"}
]
}
{
"version": "0.2",
"steps": [
{"action": "wait_for", "predicate": {"text_contains": "Welcome"}, "timeout_ms": 5000}
]
}
Direction is where you want to see content (semantic scroll direction):
"right" - see content on the RIGHT (swipes left)"left" - see content on the LEFT (swipes right)"down" - see content BELOW (swipes up)"up" - see content ABOVE (swipes down)The scroll action has two modes:
1. Single scroll in container - use predicate to target the scrollable element:
{"action": "scroll", "direction": "right", "predicate": {"type": "scrollview", "parent_of": {"text_contains": "Work"}}}
2. Scroll until element found - use to_element to scroll repeatedly until target appears:
{"action": "scroll", "direction": "down", "to_element": {"predicate": {"text": "Privacy"}}, "max_scrolls": 10}
You can combine both - use predicate for the container and to_element for the target:
{"action": "scroll", "direction": "right", "predicate": {"type": "scrollview", "parent_of": {"text_contains": "Activity"}}, "to_element": {"predicate": {"text": "Work"}}, "max_scrolls": 5}
{
"version": "0.2",
"steps": [
{
"action": "if_exists",
"predicate": {"text_contains": "Allow"},
"then": [
{"action": "tap", "predicate": {"text": "Allow"}}
]
},
{"action": "observe", "context": "native", "include": ["ui_tree"]}
]
}
{
"version": "0.2",
"steps": [
{"action": "toggle", "predicate": {"type": "switch", "text_contains": "Wi-Fi"}, "state": "on"},
{"action": "toggle", "predicate": {"type": "switch", "text_contains": "Bluetooth"}, "state": "off"}
]
}
Only taps if the current state differs from desired state. Returns toggled, previous_state, current_state.
{
"version": "0.2",
"steps": [
{"action": "type", "text": "Hello", "predicate": {"type": "input", "text_contains": "Username"}, "clear_first": true}
]
}
If predicate is provided, the executor finds the element, taps it, then types. If no predicate specified, keyboard MUST already be open (tap an input field first), otherwise an error is returned: "no predicate specified and keyboard is not open".
{
"version": "0.2",
"steps": [
{"action": "assert_exists", "predicate": {"text": "Welcome"}, "timeout_ms": 5000, "message": "Welcome screen not shown"},
{"action": "assert_not_exists", "predicate": {"text": "Error"}},
{"action": "assert_count", "predicate": {"type": "button"}, "expected": 3},
{"action": "assert_property", "predicate": {"text_contains": "Submit"}, "property": "enabled", "expected_value": true},
{"action": "assert_screen_changed", "threshold_percent": 15}
]
}
| Action | Purpose |
|---|---|
assert_exists | Verify element exists (with optional timeout) |
assert_not_exists | Verify element does NOT exist |
assert_count | Verify exact count of matching elements |
assert_property | Verify property value (enabled, visible, selected, focused, text, value) |
assert_screen_changed | Verify ≥N% of screen elements are new (for navigation) |
Use assert_screen_changed after navigation to verify the screen changed without knowing what content will appear:
{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["ui_tree"]},
{"action": "tap", "predicate": {"text": "Next"}},
{"action": "delay", "duration_ms": 300},
{"action": "assert_screen_changed", "threshold_percent": 15}
]
}
When to use:
assert_not_exists which fails if the button text repeatsParameters:
threshold_percent (default: 15): Minimum % of UI elements that must be new{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["ui_tree"], "include_keyboard": false}
]
}
By default, keyboard elements are filtered out. Set include_keyboard: true to include them.
{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["installed_apps"]}
]
}
Response contains app list:
{
"step_results": [{
"success": true,
"result": {
"observations": {
"native": {
"installed_apps": [
{"bundleId": "com.apple.Preferences", "name": "Settings"},
{"bundleId": "com.example.app", "name": "My App"}
]
}
}
}
}]
}
Use this to find the correct bundleId for open_app actions.
{
"version": "0.2",
"steps": [
{"action": "observe", "context": "native", "include": ["ocr"]}
]
}
Returns detected text with screen coordinates for tapping (already adjusted for tapping):
{
"ocr_elements": [
{"text": "Sign In", "confidence": 0.98, "x": 150, "y": 400, "width": 100, "height": 30}
]
}
Use when UI tree doesn't show expected elements. Tap using coordinates from results:
{"action": "tap", "coords": {"x": 200, "y": 415}}
Match elements using these fields:
| Field | Example | Description |
|---|---|---|
text | "Settings" | Exact text match |
text_contains | "sett" | Contains (case-insensitive) |
text_starts_with | "Log" | Starts with prefix |
text_regex | "Item \\d+" | Regex pattern |
type | "button" | Element type (button, input, text, switch, etc.) |
label | "settings_btn" | Accessibility label |
bounds_hint | "top_half" | Screen region: top_half, bottom_half, left_half, right_half, center, top_left, top_right, bottom_left, bottom_right |
near | {"text_contains": "Username", "direction": "below"} | Near another element (uses edge-based direction) |
parent_of | {"text_contains": "Work"} | Find parent element by child predicate |
index | 0 | Select Nth match when ambiguous |
The near predicate finds elements relative to another element. When multiple elements match, the closest one to the anchor is automatically selected.
Direction uses element edges: above means element's bottom edge is above anchor's top edge, below means element's top edge is below anchor's bottom edge, etc.
| Field | Description |
|---|---|
text | Exact text match for anchor element |
text_contains | Partial text match for anchor (case-insensitive) |
direction | above, below, left, right, or any (uses element edges) |
max_distance | Maximum distance in pixels |
Example - toggle switch nearest to "Daily Top 3" label:
{"action": "toggle", "predicate": {"type": "switch", "near": {"text_contains": "Daily Top 3"}}, "state": "on"}
The parent_of predicate finds a parent element by specifying a child predicate. It traverses up from the child to find the first matching ancestor.
Example - find the ScrollView containing "Work" text:
{"action": "scroll", "direction": "left", "predicate": {"type": "scrollview", "parent_of": {"text_contains": "Work"}}}
This is useful for:
If predicate matches multiple elements, add index:
{"action": "tap", "predicate": {"type": "button", "index": 0}}
Or use more specific predicates:
{"action": "tap", "predicate": {"type": "button", "text_contains": "Submit"}}
Check step_results for failures:
{
"success": false,
"step_results": [
{"success": true, "action": "observe"},
{
"success": false,
"action": "tap",
"error": {
"code": "NO_MATCH",
"message": "no element found matching predicate",
"predicate": {"text_contains": "Settings"}
}
}
]
}
Common error codes:
NO_MATCH - Element not found (try scrolling or different predicate)AMBIGUOUS_MATCH - Multiple elements match (use index or more specific predicate)TIMEOUT - Operation timed out| Action | Example |
|---|---|
| Observe | {"action": "observe", "context": "native", "include": ["ui_tree"]} |
| Observe+Screenshot | {"action": "observe", "context": "native", "include": ["ui_tree", "screenshot"]} |
| Observe+Filter | {"action": "observe", "context": "native", "include": ["ui_tree"], "filter": {"text_regex": "Settings"}} |
| Observe+Bounds | {"action": "observe", "context": "native", "include": ["ui_tree"], "filter": {"bounds": {"x": 0, "y": 0, "width": 200, "height": 400}}} |
| List Apps | {"action": "observe", "context": "native", "include": ["installed_apps"]} |
| OCR (iOS) | {"action": "observe", "context": "native", "include": ["ocr"]} |
| Tap | {"action": "tap", "predicate": {"text_contains": "Submit"}} |
| Type (keyboard open) | {"action": "type", "text": "Hello", "clear_first": true} |
| Type with predicate | {"action": "type", "text": "Hello", "predicate": {"text_contains": "Search"}} |
| Press Key | {"action": "press_key", "key": "enter"} |
| Toggle | {"action": "toggle", "predicate": {"type": "switch", "text_contains": "Wi-Fi"}, "state": "on"} |
| Swipe | {"action": "swipe", "direction": "up", "distance": "medium"} |
| Wait | {"action": "wait_for", "predicate": {"text": "Welcome"}, "timeout_ms": 5000, "poll_interval_ms": 500} |
| Wait Stable | {"action": "wait_for", "stable": true, "timeout_ms": 5000, "poll_interval_ms": 500} |
| Screenshot | {"action": "screenshot", "file_path": "/tmp/screenshots", "name": "my_screen"} |
| Assert Exists | {"action": "assert_exists", "predicate": {"text": "Success"}, "timeout_ms": 3000} |
| Assert Not Exists | {"action": "assert_not_exists", "predicate": {"text": "Error"}} |
| Assert Count | {"action": "assert_count", "predicate": {"type": "button"}, "expected": 2} |
| Assert Property | {"action": "assert_property", "predicate": {"text": "Submit"}, "property": "enabled", "expected_value": true} |
| Assert Screen Changed | {"action": "assert_screen_changed", "threshold_percent": 15} |
| Double Tap | {"action": "double_tap", "predicate": {"text_contains": "Photo"}} |
| Two Finger Tap | {"action": "two_finger_tap", "coords": {"x": 200, "y": 400}} (iOS only) |
| Drag (predicate) | {"action": "drag", "from": {"predicate": {"text": "Item"}}, "to_element": {"predicate": {"text": "Trash"}}, "duration_ms": 500} |
| Drag (coords) | {"action": "drag", "from_coords": {"x": 100, "y": 200}, "to_coords": {"x": 300, "y": 400}, "duration_ms": 500} |
| Kill App | {"action": "kill_app", "bundle_id": "com.example.app"} |
| Set Location | {"action": "set_location", "lat": 40.7128, "lon": -74.0060} (Android 12+ for real devices) |
| Reset Location | {"action": "reset_location"} (Android 12+ for real devices) |
| Metrics Start | {"action": "metrics_start", "types": ["system_cpu", "system_memory", "fps"], "capture_logs": true, "label": "test"} |
| Metrics Stop | {"action": "metrics_stop", "format": "summary"} |
Collect CPU, memory, FPS, and other metrics during test flows for performance analysis.
{
"action": "metrics_start",
"types": ["system_cpu", "system_memory", "fps"],
"bundle_id": "com.example.app",
"label": "login_flow",
"thresholds": {
"cpu_high": 80,
"fps_low": 45,
"memory_growth_mb_min": 50
}
}
Fields:
types: Metrics to collect - system_cpu, system_memory, fps, network, batterybundle_id: Filter to specific app (optional)label: Human-readable session label (optional)capture_logs: Capture device logs during session (default: false)thresholds: Custom anomaly detection thresholds (optional){"action": "metrics_stop", "format": "summary"}
Response includes:
overall_health: "healthy", "warning", or "critical"health_score: 0-100 scoresystem_cpu: avg, max, p95, statussystem_memory: avg_percent, growth_mb, trend, statusfps: avg, min, jank_percent, statuslogs_file: Path to detailed metrics log filelogs_available: Whether logs were capturedanomalies: Detected issues with severity and timestampsrecommendations: Actionable suggestions{
"version": "0.2",
"steps": [
{"action": "metrics_start", "types": ["system_cpu", "system_memory", "fps"], "label": "app_launch"},
{"action": "open_app", "bundle_id": "com.example.app"},
{"action": "wait_for", "predicate": {"text": "Welcome"}, "timeout_ms": 10000},
{"action": "tap", "predicate": {"text": "Login"}},
{"action": "delay", "duration_ms": 5000},
{"action": "metrics_stop", "format": "summary"}
]
}
When done, clearly state:
npx claudepluginhub mobai-app/mobai-marketplace --plugin mobaiAutomates Android/iOS devices via MobAI HTTP API: screenshots, taps, typing, swipes, app launches, UI tree access using native-runner and web-runner sub-agents.
Automates Android, iOS, Aurora OS, and Desktop via CLI: screenshots, annotations, taps/swipes/text input, app install/launch/stop/uninstall, file push/pull, shell commands, device info queries.
Drives Kobiton mobile devices interactively from natural language. Translates intents into WebDriver actions, ADB commands, file transfers, and app management via the Kobiton CLI.