user stringlengths 328 812 | name stringclasses 21
values | args unknown | tag stringclasses 96
values |
|---|---|---|---|
GOAL: Open Netflix
APP: launcher
ELEMENTS:
[0] "Maps" (button)
[1] "Clock" (button)
[2] "Instagram" (button)
[3] "WhatsApp" (button)
[4] "Chrome" (button)
[5] "Netflix" (button)
[6] "Zomato" (button)
[7] "Uber" (button)
[8] "Calendar" (button)
[9] "Photos" (button)
[10] "Messages" (button)
To search: tapText the Search... | openApp | {
"package": "Netflix"
} | open.launcher |
GOAL: Send a Telegram message to Pooja: "please send the file"
APP: org.telegram.messenger
ELEMENTS:
[0] "Emoji" (button)
[1] "Attach" (button)
[2] "Type a message" (input)
[3] "Camera" (button)
[4] "Voice" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Pooja"}
To search: tapText the Search box/... | type | {
"text": "please send the file"
} | msg.type |
GOAL: Search Play Store for "wireless earbuds"
APP: com.android.vending
ELEMENTS:
[0] "Help" (button)
[1] "Search" (button)
[2] "Cast" (button)
[3] "Menu" (button)
[4] "Subscriptions" (button)
[5] "Notifications" (button)
RECENT ACTIONS (do NOT repeat the last one):
scrollDown {}
scrollDown {}
To search: tapText the Se... | tapText | {
"text": "Search"
} | antiloop |
GOAL: Navigate to flipkart.com
APP: launcher
ELEMENTS:
[0] "Back" (button)
[1] "Menu" (button)
[2] "Close" (button)
[3] "Home" (button)
[4] "Notifications" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labelled eleme... | openURL | {
"url": "https://www.flipkart.com"
} | url.open |
GOAL: Find veg biryani on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Cancel" (button)
[1] "Voice" (button)
[2] "Clear" (button)
[3] "Search for restaurant, item or more" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search for restaurant, item or more"}
To search: tapText the Sear... | type | {
"text": "veg biryani"
} | food.type |
GOAL: Set an alarm for 20:00 labelled "Medicine"
APP: com.google.android.deskclock
ELEMENTS:
[0] "Edit alarm" (button)
[1] "Filter" (button)
[2] "Back" (button)
RECENT ACTIONS (do NOT repeat the last one):
setAlarm {"time":"20:00","label":"Medicine"}
To search: tapText the Search box/icon, then type the query, then ent... | done | {
"reason": "alarm set for 20:00"
} | alarm.done |
GOAL: Book a round-trip flight from Jaipur to Hyderabad
APP: com.makemytrip
ELEMENTS:
[0] "Add Card" (button)
[1] "Apply Coupon" (button)
[2] "Proceed to Pay" (button)
[3] "Back" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Book"}
tapText {"text":"No Thanks"}
tapText {"text":"Continue"}
To sea... | done | {
"reason": "reached payment for flight Jaipur->Hyderabad -- confirm and pay yourself"
} | bookfull.done |
GOAL: Turn on Airplane mode
APP: com.android.settings
ELEMENTS:
[0] "Apps" (button)
[1] "Hotspot" (button)
[2] "Network & internet" (button)
[3] "Airplane mode" (button)
[4] "About phone" (button)
[5] "Wi-Fi" (button)
[6] "Storage" (button)
[7] "Do Not Disturb" (button)
[8] "Sound" (button)
[9] "Accessibility" (button)... | tapText | {
"text": "Airplane mode"
} | settings.tap |
GOAL: Find cheesecake on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Search: cheesecake" (input)
[1] "Cancel" (button)
[2] "Clear" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"cheesecake"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeate... | enter | {} | food.enter |
GOAL: Book a round-trip flight from Mumbai to Pune
APP: com.makemytrip
ELEMENTS:
[0] "Round trip" (button)
[1] "From" (button)
[2] "To" (button)
[3] "One way" (button)
RECENT ACTIONS (do NOT repeat the last one):
openApp {"package": "MakeMyTrip"}
tapText {"text":"Flights"}
To search: tapText the Search box/icon, then t... | tapText | {
"text": "From"
} | bookfull.from |
GOAL: Search Settings for lofi beats
APP: com.android.settings
ELEMENTS:
[0] "No internet connection"
[1] "OK" (button)
[2] "Retry" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
enter {}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -... | fail | {
"reason": "No internet connection"
} | fail.wall |
GOAL: Play "iphone 15 case" on Netflix
APP: com.netflix.mediaclient
ELEMENTS:
[0] "Subscriptions" (button)
[1] "Cast" (button)
[2] "Notifications" (button)
[3] "Downloads" (button)
[4] "Trending" (button)
[5] "Search" (button)
[6] "Profile" (button)
To search: tapText the Search box/icon, then type the query, then ente... | tapText | {
"text": "Search"
} | search.tap |
GOAL: Open Order history
APP: com.spotify.music
ELEMENTS:
[0] "Prime" (button)
[1] "Library" (button)
[2] "Apps" (button)
[3] "Cast" (button)
[4] "Account" (button)
[5] "Storage" (button)
[6] "Cart" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the targ... | scrollDown | {} | scroll.needed |
GOAL: Send a Instagram message to Neha: "call me when free"
APP: com.instagram.android
ELEMENTS:
[0] "Emoji" (button)
[1] "Type a message" (input)
[2] "Camera" (button)
[3] "Attach" (button)
[4] "Send" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Type a message"}
back
To search: tapText the Se... | type | {
"text": "call me when free"
} | msg.type |
GOAL: Search Play Store for "travel vlog"
APP: com.android.vending
ELEMENTS:
[0] "Cart" (button)
[1] "Help" (button)
[2] "Deals" (button)
[3] "Close" (button)
[4] "Search" (input)
[5] "Share" (button)
[6] "Returns" (button)
[7] "Account" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
To... | type | {
"text": "travel vlog"
} | search.type |
GOAL: Compare prices for phone case on Amazon and Flipkart, then add to cart on the cheaper one
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Returns" (button)
[1] "Cancel" (button)
[2] "Wishlist" (button)
[3] "Account" (button)
[4] "Orders" (button)
[5] "Search: phone case" (input)
[6] "Deals" (button)
RECENT A... | enter | {} | cmp.amz_enter |
GOAL: Search yoga mat on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Orders" (button)
[1] "Clear" (button)
[2] "Categories" (button)
[3] "Cancel" (button)
[4] "Search: yoga mat" (input)
[5] "Returns" (button)
[6] "Account" (button)
[7] "Prime" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {... | enter | {} | shop.enter |
GOAL: Open YouTube
APP: launcher
ELEMENTS:
[0] "Zomato" (button)
[1] "Uber" (button)
[2] "Play Store" (button)
[3] "Spotify" (button)
[4] "Telegram" (button)
[5] "MakeMyTrip" (button)
[6] "Netflix" (button)
[7] "Amazon" (button)
[8] "Swiggy" (button)
[9] "Flipkart" (button)
[10] "Instagram" (button)
[11] "YouTube" (but... | openApp | {
"package": "YouTube"
} | open.launcher |
GOAL: Find cheesecake on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Refresh" (button)
[1] "Filters" (button)
[2] "Share" (button)
[3] "Menu" (button)
[4] "Rating" (button)
RECENT ACTIONS (do NOT repeat the last one):
enter {}
To search: tapText the Search box/icon, then type the query, then enter. D... | tapText | {
"text": "Filters"
} | food.filter |
GOAL: Compare prices for kettle on Amazon and Flipkart, then add to cart on the cheaper one
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Account" (button)
[1] "Cart" (button)
[2] "Wishlist" (button)
[3] "Returns" (button)
[4] "Deals" (button)
[5] "Prime" (button)
[6] "Sponsored" (button)
[7] "kettle premium" (b... | tapText | {
"text": "kettle - best price on Amazon"
} | cmp.amz_open |
GOAL: Search desk lamp on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Cancel" (button)
[1] "Search or ask a question" (input)
[2] "Categories" (button)
[3] "Account" (button)
[4] "Clear" (button)
[5] "Deals" (button)
[6] "Prime" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Sear... | type | {
"text": "desk lamp"
} | shop.type |
GOAL: Book a hotel in Dubai
APP: com.booking
ELEMENTS:
[0] "Photos" (button)
[1] "Map" (button)
[2] "Reserve" (button)
[3] "Amenities" (button)
[4] "Reviews" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Hotel Grand Dubai"}
To search: tapText the Search box/icon, then type the query, then enter... | done | {
"reason": "reached hotel selection in Dubai -- awaiting your confirmation before payment"
} | book.done |
GOAL: Send a Instagram message to Vikram: "let's meet at 6"
APP: com.instagram.android
ELEMENTS:
[0] "Send" (button)
[1] "Attach" (button)
[2] "Message" (input)
[3] "Emoji" (button)
[4] "Camera" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Vikram"}
tapText {"text":"Message"}
To search: tapText... | type | {
"text": "let's meet at 6"
} | msg.type |
GOAL: Book a round-trip flight from Delhi to Goa
APP: com.makemytrip
ELEMENTS:
[0] "Proceed to Pay" (button)
[1] "Back" (button)
[2] "Apply Coupon" (button)
[3] "Add Card" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Book"}
tapText {"text":"No Thanks"}
tapText {"text":"Continue"}
To search: ta... | done | {
"reason": "reached payment for flight Delhi->Goa -- confirm and pay yourself"
} | bookfull.done |
GOAL: Add running shoes to cart on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Share" (button)
[1] "Add to cart" (button)
[2] "Wishlist" (button)
[3] "Compare" (button)
[4] "Cart" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"running shoes - best seller"}
To search: tapText the ... | tapText | {
"text": "Add to cart"
} | shop.add |
GOAL: Play "cold play yellow" on YouTube
APP: com.google.android.youtube
ELEMENTS:
[0] "Share" (button)
[1] "Library" (button)
[2] "Sort" (button)
[3] "Profile" (button)
[4] "Home" (button)
[5] "More" (button)
[6] "Search" (button)
[7] "Shorts" (button)
[8] "Trending" (button)
[9] "Create" (button)
[10] "Cast" (button)... | tapText | {
"text": "Search"
} | search.tap |
GOAL: Phone Meera
APP: com.android.dialer
ELEMENTS:
[0] "Mute" (button)
[1] "End call" (button)
RECENT ACTIONS (do NOT repeat the last one):
makeCall {"contact":"Meera"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labelled ... | done | {
"reason": "dialling Meera"
} | call.done |
GOAL: Find gulab jamun on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Top rated" (button)
[1] "Sort" (button)
[2] "Filters" (button)
[3] "gulab jamun house" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Apply"}
To search: tapText the Search box/icon, then type the query, then ente... | done | {
"reason": "showing 4 star+ results for gulab jamun on Swiggy"
} | food.done |
GOAL: Compare prices for phone case on Amazon and Flipkart, then add to cart on the cheaper one
APP: launcher
ELEMENTS:
[0] "Instagram" (button)
[1] "MakeMyTrip" (button)
[2] "Maps" (button)
[3] "WhatsApp" (button)
[4] "Uber" (button)
[5] "Play Store" (button)
[6] "Amazon" (button)
[7] "Spotify" (button)
[8] "Flipkart"... | openApp | {
"package": "Amazon"
} | cmp.open_amz |
GOAL: Send a Messages message to Neha: "ok"
APP: com.google.android.apps.messaging
ELEMENTS:
[0] "Voice" (button)
[1] "Attach" (button)
[2] "Emoji" (button)
[3] "Camera" (button)
[4] "Type a message" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Neha"}
To search: tapText the Search box/icon, the... | type | {
"text": "ok"
} | msg.type |
GOAL: Compare prices for bluetooth speaker on Amazon and Flipkart, then add to cart on the cheaper one
APP: com.flipkart.android
ELEMENTS:
[0] "Categories" (button)
[1] "Cart" (button)
[2] "Wishlist" (button)
[3] "Returns" (button)
[4] "Account" (button)
[5] "Search for Products, Brands and More" (input)
[6] "Deals" (b... | type | {
"text": "bluetooth speaker"
} | cmp.fk_type |
GOAL: Tap the home icon
APP: com.google.android.deskclock
ELEMENTS:
[0] "Help" (button)
[1] "Menu" (button)
[2] "Notifications" (button)
[3] "More" (button)
RECENT ACTIONS (do NOT repeat the last one):
tap {"x":454,"y":1187}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeated... | done | {
"reason": "tapped home icon"
} | tap.done |
GOAL: Set an alarm for 17:00 labelled "Morning run"
APP: com.google.android.deskclock
ELEMENTS:
[0] "Sort" (button)
[1] "Settings" (button)
[2] "Menu" (button)
[3] "More" (button)
[4] "Share" (button)
RECENT ACTIONS (do NOT repeat the last one):
setAlarm {"time":"17:00","label":"Morning run"}
To search: tapText the Sea... | done | {
"reason": "alarm set for 17:00"
} | alarm.done |
GOAL: Enable Wi-Fi
APP: com.android.settings
ELEMENTS:
[0] "Airplane mode" (button)
[1] "Hotspot" (button)
[2] "Location" (button)
[3] "Accessibility" (button)
[4] "Storage" (button)
[5] "Apps" (button)
[6] "About phone" (button)
[7] "Display" (button)
[8] "Mobile data" (button)
[9] "System" (button)
RECENT ACTIONS (do... | done | {
"reason": "Wi-Fi changed"
} | settings.done |
GOAL: Play "meditation music" on Spotify
APP: com.spotify.music
ELEMENTS:
[0] "Shorts" (button)
[1] "Settings" (button)
[2] "Subscriptions" (button)
[3] "Library" (button)
[4] "Help" (button)
[5] "Notifications" (button)
[6] "meditation music - official" (button)
[7] "meditation music lyrics" (button)
[8] "meditation m... | tapText | {
"text": "meditation music - official"
} | search.result |
GOAL: Send a WhatsApp message to Priya: "yes"
APP: com.whatsapp
ELEMENTS:
[0] "Voice" (button)
[1] "Message" (input)
[2] "Attach" (button)
[3] "Camera" (button)
[4] "Emoji" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Priya"}
To search: tapText the Search box/icon, then type the query, then en... | type | {
"text": "yes"
} | msg.type |
GOAL: Play "weather forecast" on Spotify
APP: com.spotify.music
ELEMENTS:
[0] "Explore" (button)
[1] "Profile" (button)
[2] "Cast" (button)
[3] "Voice search" (button)
[4] "Close" (button)
[5] "More" (button)
[6] "Search" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
To search: tapText ... | type | {
"text": "weather forecast"
} | search.type |
GOAL: Book a round-trip flight from Mumbai to Goa
APP: com.makemytrip
ELEMENTS:
[0] "Cancel" (button)
[1] "To" (input)
[2] "From" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"Mumbai"}
tapText {"text":"Mumbai (All airports)"}
tapText {"text":"To"}
To search: tapText the Search box/icon, then type ... | type | {
"text": "Goa"
} | bookfull.totype |
GOAL: Enable Dark theme
APP: com.android.settings
ELEMENTS:
[0] "Airplane mode" (button)
[1] "Sound" (button)
[2] "Apps" (button)
[3] "Wi-Fi" (button)
[4] "Battery" (button)
[5] "Display" (button)
[6] "Security" (button)
[7] "Storage" (button)
[8] "Dark theme" (button)
[9] "Battery saver" (button)
To search: tapText th... | tapText | {
"text": "Dark theme"
} | settings.tap |
GOAL: Find margherita pizza on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Rated 4.0+" (button)
[1] "Cost: Low to High" (button)
[2] "Rating 3.0+" (button)
[3] "Offers" (button)
[4] "Pure Veg" (button)
[5] "Rated 3.5+" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Filters"}
T... | tapText | {
"text": "Rated 4.0+"
} | food.rating |
GOAL: Book a round-trip flight from Bangalore to Jaipur
APP: com.makemytrip
ELEMENTS:
[0] "One way" (button)
[1] "Round trip" (button)
[2] "To" (button)
[3] "From" (button)
RECENT ACTIONS (do NOT repeat the last one):
openApp {"package": "MakeMyTrip"}
tapText {"text":"Flights"}
To search: tapText the Search box/icon, t... | tapText | {
"text": "From"
} | bookfull.from |
GOAL: Find margherita pizza on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Search" (input)
[1] "Cancel" (button)
[2] "Voice" (button)
[3] "Clear" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
To search: tapText the Search box/icon, then type the query, then enter. Do... | type | {
"text": "margherita pizza"
} | food.type |
GOAL: Book a round-trip flight from Bangalore to Singapore
APP: com.makemytrip
ELEMENTS:
[0] "Details" (button)
[1] "Fare rules" (button)
[2] "Baggage" (button)
[3] "Book" (button)
[4] "Back" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
scrollDown {}
tapText {"text":"6E 947 BAN-SIN 09... | tapText | {
"text": "Book"
} | bookfull.book |
GOAL: Find gulab jamun on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Top rated" (button)
[1] "Filters" (button)
[2] "Sort" (button)
[3] "gulab jamun house" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Apply"}
To search: tapText the Search box/icon, then type the query, then ente... | done | {
"reason": "showing 4 star+ results for gulab jamun on Swiggy"
} | food.done |
GOAL: Book a train from London to Goa
APP: com.makemytrip
ELEMENTS:
[0] "From" (button)
[1] "To" (button)
[2] "Departure" (button)
[3] "Return" (button)
[4] "Search" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Trains"}
To search: tapText the Search box/icon, then type the query, then enter. D... | tapText | {
"text": "From"
} | book.from |
GOAL: Book a round-trip flight from London to Kolkata
APP: com.makemytrip
ELEMENTS:
[0] "Help" (button)
[1] "Round trip" (button)
[2] "My Trips" (button)
[3] "Trains" (button)
[4] "One way" (button)
[5] "Hotels" (button)
[6] "Flights" (button)
RECENT ACTIONS (do NOT repeat the last one):
openApp {"package": "MakeMyTrip... | tapText | {
"text": "Flights"
} | bookfull.tab |
GOAL: Turn the volume to level 0
APP: launcher
ELEMENTS:
[0] "Share" (button)
[1] "Notifications" (button)
[2] "Settings" (button)
[3] "More" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labelled element. Emit ONE t... | setVolume | {
"level": 0
} | vol.set |
GOAL: Book a round-trip flight from Pune to Singapore
APP: com.makemytrip
ELEMENTS:
[0] "Fastest" (button)
[1] "AI PUN-SIN 14:00" (button)
[2] "6E 714 PUN-SIN 09:15 Rs8206" (button)
[3] "Cheapest" (button)
[4] "Filters" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"20"}
tapText {"text":"Search"... | tapText | {
"text": "6E 714 PUN-SIN 09:15 Rs8206"
} | bookfull.selectflight |
GOAL: Give Vikram a call
APP: com.android.dialer
ELEMENTS:
[0] "End call" (button)
[1] "Hold" (button)
RECENT ACTIONS (do NOT repeat the last one):
makeCall {"contact":"Vikram"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a l... | done | {
"reason": "dialling Vikram"
} | call.done |
GOAL: Find cold coffee on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Cancel" (button)
[1] "Clear all" (button)
[2] "Reset" (button)
[3] "Show results" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Rated 4.0+"}
To search: tapText the Search box/icon, then type the query, then... | tapText | {
"text": "Show results"
} | food.apply |
GOAL: Send a Telegram message to Sneha: "2"
APP: org.telegram.messenger
ELEMENTS:
[0] "Emoji" (button)
[1] "Attach" (button)
[2] "Message" (button)
[3] "Send" (button)
[4] "Camera" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"2"}
To search: tapText the Search box/icon, then type the query, then e... | send | {} | msg.send |
GOAL: Find paneer tikka on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Back" (button)
[1] "Search" (button)
[2] "Settings" (button)
[3] "Reorder" (button)
[4] "Menu" (button)
[5] "More" (button)
[6] "Close" (button)
[7] "Sort" (button)
[8] "Dineout" (button)
[9] "Notifications" (button)
[10] "Refresh... | tapText | {
"text": "Search"
} | food.search |
GOAL: Add yoga mat to cart on Flipkart
APP: com.flipkart.android
ELEMENTS:
[0] "Prime" (button)
[1] "Orders" (button)
[2] "Buy Now" (button)
[3] "Deals" (button)
[4] "Cart" (button)
[5] "Wishlist" (button)
[6] "Share" (button)
[7] "Account" (button)
[8] "Add to cart" (button)
[9] "Categories" (button)
[10] "Compare" (b... | tapText | {
"text": "Add to cart"
} | shop.add |
GOAL: Search water bottle on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Categories" (button)
[1] "Wishlist" (button)
[2] "Voice search" (button)
[3] "Clear" (button)
[4] "Search or ask a question" (input)
[5] "Deals" (button)
[6] "Orders" (button)
[7] "Cancel" (button)
RECENT ACTIONS (do NOT repeat the... | type | {
"text": "water bottle"
} | shop.type |
GOAL: Add "Flight to" to calendar on 2026-12-01 at 09:00
APP: launcher
ELEMENTS:
[0] "Back" (button)
[1] "Close" (button)
[2] "More" (button)
[3] "Profile" (button)
[4] "Notifications" (button)
[5] "Refresh" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if... | createCalendarEvent | {
"title": "Flight to",
"date": "2026-12-01",
"time": "09:00"
} | cal.create |
GOAL: Play "wireless earbuds" on YouTube
APP: com.google.android.youtube
ELEMENTS:
[0] "Help" (button)
[1] "More" (button)
[2] "Notifications" (button)
[3] "Explore" (button)
[4] "Search: wireless earbuds" (input)
[5] "Downloads" (button)
[6] "Trending" (button)
[7] "Create" (button)
RECENT ACTIONS (do NOT repeat the l... | enter | {} | search.enter |
GOAL: Book a flight from Bangalore to Kolkata
APP: com.makemytrip
ELEMENTS:
[0] "Search" (button)
[1] "Departure" (button)
[2] "Return" (button)
[3] "From" (button)
[4] "To" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Flights"}
To search: tapText the Search box/icon, then type the query, then... | tapText | {
"text": "From"
} | book.from |
GOAL: Enable Wi-Fi
APP: com.android.settings
ELEMENTS:
[0] "Battery saver" (button)
[1] "Hotspot" (button)
[2] "Storage" (button)
[3] "Mobile data" (button)
[4] "Privacy" (button)
[5] "Airplane mode" (button)
[6] "Dark theme" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Wi-Fi"}
To search: tapT... | done | {
"reason": "Wi-Fi changed"
} | settings.done |
GOAL: Send a WhatsApp message to David: "I'll be there soon"
APP: com.whatsapp
ELEMENTS:
[0] "Type a message" (input)
[1] "Attach" (button)
[2] "Video call" (button)
[3] "Emoji" (button)
[4] "Call" (button)
[5] "Voice" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"David"}
To search: tapText the... | tapText | {
"text": "Type a message"
} | msg.focus |
GOAL: Send a Telegram message to Amit: "let's meet at 6"
APP: org.telegram.messenger
ELEMENTS:
[0] "Camera" (button)
[1] "Voice" (button)
[2] "Attach" (button)
[3] "Type a message" (input)
[4] "Emoji" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Amit"}
To search: tapText the Search box/icon, t... | type | {
"text": "let's meet at 6"
} | msg.type |
GOAL: Play "the office bloopers" on Netflix
APP: com.netflix.mediaclient
ELEMENTS:
[0] "the office bloopers lyrics" (button)
[1] "Mix - the office bloopers" (button)
[2] "Notifications" (button)
[3] "Trending" (button)
[4] "Home" (button)
[5] "the office bloopers - official" (button)
[6] "More" (button)
[7] "Menu" (but... | tapText | {
"text": "the office bloopers - official"
} | search.result |
GOAL: Book a hotel in Hyderabad
APP: com.booking
ELEMENTS:
[0] "Check-out" (button)
[1] "Check-in" (button)
[2] "Search" (button)
[3] "City / Hotel" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Hotels"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repea... | type | {
"text": "Hyderabad"
} | book.city |
GOAL: Find masala dosa on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Voice" (button)
[1] "Cancel" (button)
[2] "Clear" (button)
[3] "Search for restaurant, item or more" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search for restaurant, item or more"}
To search: tapText the Sear... | type | {
"text": "masala dosa"
} | food.type |
GOAL: Find cheesecake on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Reset" (button)
[1] "Show results" (button)
[2] "Clear all" (button)
[3] "Cancel" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Rated 4.0+"}
To search: tapText the Search box/icon, then type the query, then ... | tapText | {
"text": "Show results"
} | food.apply |
GOAL: Search Maps for "weather forecast"
APP: com.google.android.apps.maps
ELEMENTS:
[0] "Layers" (button)
[1] "Search" (input)
[2] "Clear" (button)
[3] "Close" (button)
[4] "Home" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
To search: tapText the Search box/icon, then type the query... | type | {
"text": "weather forecast"
} | search.type |
GOAL: Search kettle on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Search or ask a question" (button)
[1] "Notifications" (button)
[2] "Home" (button)
[3] "Sort" (button)
[4] "Menu" (button)
[5] "Deals" (button)
[6] "More" (button)
To search: tapText the Search box/icon, then type the query, then enter.... | tapText | {
"text": "Search or ask a question"
} | shop.search |
GOAL: Give Vikram a call
APP: launcher
ELEMENTS:
[0] "Home" (button)
[1] "Filter" (button)
[2] "Menu" (button)
[3] "Notifications" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labelled element. Emit ONE tool call fo... | makeCall | {
"contact": "Vikram"
} | call.dial |
GOAL: Book a round-trip flight from London to Kolkata
APP: com.makemytrip
ELEMENTS:
[0] "Cancel" (button)
[1] "Recent" (button)
[2] "From" (input)
[3] "To" (button)
RECENT ACTIONS (do NOT repeat the last one):
openApp {"package": "MakeMyTrip"}
tapText {"text":"Flights"}
tapText {"text":"From"}
To search: tapText the Se... | type | {
"text": "London"
} | bookfull.fromtype |
GOAL: Book a round-trip flight from Chennai to Goa
APP: com.makemytrip
ELEMENTS:
[0] "Search" (button)
[1] "Departure" (button)
[2] "Return" (button)
[3] "Done" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Goa (All airports)"}
tapText {"text":"Departure"}
tapText {"text":"17"}
To search: tapTe... | tapText | {
"text": "Return"
} | bookfull.return |
GOAL: Book a flight from Goa to Mumbai
APP: com.makemytrip
ELEMENTS:
[0] "Hotels" (button)
[1] "Round trip" (button)
[2] "Flights" (button)
[3] "Sort" (button)
[4] "More" (button)
[5] "Offers" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is ... | tapText | {
"text": "Flights"
} | book.section |
GOAL: Change volume to 46%
APP: launcher
ELEMENTS:
[0] "Menu" (button)
[1] "Share" (button)
[2] "Notifications" (button)
[3] "Refresh" (button)
[4] "Filter" (button)
RECENT ACTIONS (do NOT repeat the last one):
setVolume {"level":7}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll ... | done | {
"reason": "volume set to 7"
} | vol.done |
GOAL: Send a WhatsApp message to Boss: "hi"
APP: com.whatsapp
ELEMENTS:
[0] "Message" (input)
[1] "Send" (button)
[2] "Attach" (button)
[3] "Emoji" (button)
[4] "Camera" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Message"}
back
To search: tapText the Search box/icon, then type the query, the... | type | {
"text": "hi"
} | msg.type |
GOAL: Add office chair to cart on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Cart" (button)
[1] "Wishlist" (button)
[2] "Orders" (button)
[3] "Clear" (button)
[4] "Returns" (button)
[5] "Cancel" (button)
[6] "Search: office chair" (input)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"offic... | enter | {} | shop.enter |
GOAL: Compare prices for yoga mat on Amazon and Flipkart, then add to cart on the cheaper one
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "Deals" (button)
[1] "Account" (button)
[2] "Prime" (button)
[3] "Returns" (button)
[4] "Search or ask a question" (input)
RECENT ACTIONS (do NOT repeat the last one):
openAp... | type | {
"text": "yoga mat"
} | cmp.amz_type |
GOAL: Search Maps for "cold play yellow"
APP: com.google.android.apps.maps
ELEMENTS:
[0] "Layers" (button)
[1] "Profile" (button)
[2] "Sort" (button)
[3] "Back" (button)
[4] "Saved" (button)
[5] "Share" (button)
[6] "Search" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll... | tapText | {
"text": "Search"
} | search.tap |
GOAL: Show recent apps
APP: launcher
ELEMENTS:
[0] "Help" (button)
[1] "Filter" (button)
[2] "Close" (button)
RECENT ACTIONS (do NOT repeat the last one):
pressKey {"key":"recents"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText... | done | {
"reason": "recents pressed"
} | key.done |
GOAL: Add "Flight to" to calendar on 2026-11-15 at 18:30
APP: launcher
ELEMENTS:
[0] "Settings" (button)
[1] "Profile" (button)
[2] "Help" (button)
[3] "Sort" (button)
[4] "Share" (button)
[5] "Filter" (button)
[6] "More" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll re... | createCalendarEvent | {
"title": "Flight to",
"date": "2026-11-15",
"time": "18:30"
} | cal.create |
GOAL: Switch to a recent app
APP: launcher
ELEMENTS:
[0] "Sort" (button)
[1] "Settings" (button)
[2] "Filter" (button)
[3] "More" (button)
[4] "Menu" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labelled element. Em... | pressKey | {
"key": "recents"
} | key.recents |
GOAL: Browse google.com
APP: com.android.chrome
ELEMENTS:
[0] "Sort" (button)
[1] "Help" (button)
[2] "Settings" (button)
[3] "Profile" (button)
RECENT ACTIONS (do NOT repeat the last one):
openURL {"url":"https://www.google.com"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll re... | done | {
"reason": "opened google.com"
} | url.done |
GOAL: Add office chair to cart on Flipkart
APP: com.flipkart.android
ELEMENTS:
[0] "Cancel" (button)
[1] "Returns" (button)
[2] "Account" (button)
[3] "Search for Products, Brands and More" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search for Products, Brands and More"}
To search: tapText th... | type | {
"text": "office chair"
} | shop.type |
GOAL: Browse reddit.com
APP: launcher
ELEMENTS:
[0] "Menu" (button)
[1] "Help" (button)
[2] "Share" (button)
[3] "Back" (button)
[4] "Settings" (button)
[5] "Sort" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if the target is not visible, tapText a labell... | openURL | {
"url": "https://www.reddit.com"
} | url.open |
GOAL: Add backpack to cart on Flipkart
APP: com.flipkart.android
ELEMENTS:
[0] "Returns" (button)
[1] "Account" (button)
[2] "Add to cart" (button)
[3] "Wishlist" (button)
[4] "Compare" (button)
[5] "Share" (button)
[6] "Prime" (button)
[7] "Cart" (button)
[8] "Deals" (button)
[9] "Categories" (button)
[10] "Buy Now" (... | tapText | {
"text": "Add to cart"
} | shop.add |
GOAL: Find paneer tikka on Swiggy above 4 star
APP: in.swiggy.android
ELEMENTS:
[0] "Share" (button)
[1] "Home" (button)
[2] "Food" (button)
[3] "Help" (button)
[4] "Search for restaurant, item or more" (button)
[5] "More" (button)
[6] "Refresh" (button)
[7] "Settings" (button)
[8] "Instamart" (button)
[9] "Dineout" (b... | tapText | {
"text": "Search for restaurant, item or more"
} | food.search |
GOAL: Find masala dosa on Zomato above 4 star
APP: com.application.zomato
ELEMENTS:
[0] "Cancel" (button)
[1] "Search: masala dosa" (input)
[2] "Clear" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"masala dosa"}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll... | enter | {} | food.enter |
GOAL: Book a round-trip flight from Chennai to Bangalore
APP: com.makemytrip
ELEMENTS:
[0] "Fare rules" (button)
[1] "Book" (button)
[2] "Baggage" (button)
[3] "Details" (button)
[4] "Back" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
scrollDown {}
tapText {"text":"6E 869 CHE-BAN 09:1... | tapText | {
"text": "Book"
} | bookfull.book |
GOAL: Search Zomato for lofi beats
APP: com.application.zomato
ELEMENTS:
[0] "Something went wrong"
[1] "Retry" (button)
[2] "OK" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Search"}
enter {}
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- ... | fail | {
"reason": "Something went wrong"
} | fail.wall |
GOAL: Compare prices for sunglasses on Amazon and Flipkart, then add to cart on the cheaper one
APP: launcher
ELEMENTS:
[0] "WhatsApp" (button)
[1] "Gmail" (button)
[2] "Messages" (button)
[3] "Swiggy" (button)
[4] "Settings" (button)
[5] "Instagram" (button)
[6] "Zomato" (button)
[7] "Maps" (button)
[8] "Photos" (butt... | openApp | {
"package": "Flipkart"
} | cmp.open_fk |
GOAL: Send a WhatsApp message to Karan: "call me when free"
APP: com.whatsapp
ELEMENTS:
[0] "Attach" (button)
[1] "Emoji" (button)
[2] "Voice" (button)
[3] "Camera" (button)
[4] "Message" (input)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Karan"}
To search: tapText the Search box/icon, then type the ... | type | {
"text": "call me when free"
} | msg.type |
GOAL: Book a round-trip flight from Mumbai to Pune
APP: com.makemytrip
ELEMENTS:
[0] "Cancel" (button)
[1] "Mumbai City Airport" (button)
[2] "Mumbai (All airports)" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Flights"}
tapText {"text":"From"}
type {"text":"Mumbai"}
To search: tapText the Sea... | tapText | {
"text": "Mumbai (All airports)"
} | bookfull.fromselect |
GOAL: SMS David the message "sure"
APP: launcher
ELEMENTS:
[0] "Help" (button)
[1] "Filter" (button)
[2] "Close" (button)
[3] "Settings" (button)
[4] "Notifications" (button)
[5] "Profile" (button)
[6] "Share" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- ... | sendSMS | {
"contact": "David",
"text": "sure"
} | sms.compose |
GOAL: Play "taylor swift" on Spotify
APP: com.spotify.music
ELEMENTS:
[0] "Profile" (button)
[1] "Notifications" (button)
[2] "Trending" (button)
[3] "Settings" (button)
[4] "taylor swift lyrics" (button)
[5] "taylor swift - official" (button)
RECENT ACTIONS (do NOT repeat the last one):
enter {}
To search: tapText the... | tapText | {
"text": "taylor swift - official"
} | search.result |
GOAL: Compare prices for backpack on Amazon and Flipkart, then add to cart on the cheaper one
APP: launcher
ELEMENTS:
[0] "Clock" (button)
[1] "Chrome" (button)
[2] "Maps" (button)
[3] "Booking.com" (button)
[4] "Play Store" (button)
[5] "Settings" (button)
[6] "YouTube" (button)
[7] "Instagram" (button)
[8] "Swiggy" (... | openApp | {
"package": "Flipkart"
} | cmp.open_fk |
GOAL: Send a Instagram message to John: "yes"
APP: com.instagram.android
ELEMENTS:
[0] "AI" (button)
[1] "John" (button)
[2] "Status" (button)
[3] "Team Lead" (button)
[4] "Starred" (button)
[5] "Meta AI" (button)
To search: tapText the Search box/icon, then type the query, then enter. Do NOT scroll repeatedly -- if th... | tapText | {
"text": "John"
} | msg.contact |
GOAL: Set an alarm for 20:00 labelled "Medicine"
APP: com.google.android.deskclock
ELEMENTS:
[0] "Filter" (button)
[1] "Share" (button)
[2] "Settings" (button)
[3] "Back" (button)
[4] "Home" (button)
[5] "Close" (button)
[6] "Menu" (button)
[7] "Sort" (button)
To search: tapText the Search box/icon, then type the query... | setAlarm | {
"time": "20:00",
"label": "Medicine"
} | alarm.set |
GOAL: Add yoga mat to cart on Amazon
APP: in.amazon.mShop.android.shopping
ELEMENTS:
[0] "yoga mat - best seller" (button)
[1] "Sort" (button)
[2] "Filters" (button)
[3] "Prime" (button)
[4] "4 stars & Up" (button)
[5] "Account" (button)
[6] "Returns" (button)
[7] "Deals" (button)
[8] "yoga mat (pack of 2)" (button)
[9... | tapText | {
"text": "yoga mat - best seller"
} | shop.open |
GOAL: Compare prices for running shoes on Amazon and Flipkart, then add to cart on the cheaper one
APP: com.flipkart.android
ELEMENTS:
[0] "Categories" (button)
[1] "Sort" (button)
[2] "Account" (button)
[3] "Menu" (button)
[4] "Home" (button)
[5] "Back" (button)
[6] "Close" (button)
[7] "More" (button)
[8] "Search for... | tapText | {
"text": "Search for Products, Brands and More"
} | cmp.fk_tapsearch |
GOAL: Book a round-trip flight from Delhi to Ahmedabad
APP: com.makemytrip
ELEMENTS:
[0] "Search" (button)
[1] "Swap" (button)
[2] "From" (button)
[3] "To" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"From"}
type {"text":"Delhi"}
tapText {"text":"Delhi (All airports)"}
To search: tapText the S... | tapText | {
"text": "To"
} | bookfull.to |
GOAL: Book a round-trip flight from Goa to Ahmedabad
APP: com.makemytrip
ELEMENTS:
[0] "Round trip" (button)
[1] "Flights" (button)
[2] "Holidays" (button)
[3] "My Trips" (button)
[4] "Cabs" (button)
[5] "One way" (button)
[6] "Offers" (button)
RECENT ACTIONS (do NOT repeat the last one):
openApp {"package": "MakeMyTri... | tapText | {
"text": "Flights"
} | bookfull.tab |
GOAL: Book a round-trip flight from Goa to Dubai
APP: com.makemytrip
ELEMENTS:
[0] "To" (input)
[1] "Cancel" (button)
[2] "From" (button)
RECENT ACTIONS (do NOT repeat the last one):
type {"text":"Goa"}
tapText {"text":"Goa (All airports)"}
tapText {"text":"To"}
To search: tapText the Search box/icon, then type the que... | type | {
"text": "Dubai"
} | bookfull.totype |
GOAL: Send a Telegram message to Amit: "1"
APP: org.telegram.messenger
ELEMENTS:
[0] "Camera" (button)
[1] "Send" (button)
[2] "Attach" (button)
[3] "Type a message" (input)
[4] "Emoji" (button)
RECENT ACTIONS (do NOT repeat the last one):
tapText {"text":"Type a message"}
back
To search: tapText the Search box/icon, t... | type | {
"text": "1"
} | msg.type |
End of preview. Expand in Data Studio
ZyotAct-Bench — On-Device Phone Automation Benchmark
A held-out test set for evaluating on-device phone automation models. 1,301 samples across 21 tools covering UI automation, device control, and intent classification.
Format
JSONL with keys:
user— natural language instruction + app context (goal, current app, visible elements, recent actions)name— ground truth tool nameargs— ground truth arguments (JSON object)tag— category tag (e.g.ui.tap,device.alarm,nav.scroll)
Tools (21)
| Tool | Category |
|---|---|
| tapText, tap, type, enter, send | UI Core |
| scrollDown, scrollUp, back, home | UI Navigation |
| done, fail | UI State |
| openApp, open_url, web_search | App/Web |
| send_whatsapp | Messaging |
| setAlarm, toggleBluetooth, toggleWifi, toggleFlashlight, setBrightness, setVolume, takeScreenshot | Device Control |
Scoring
- Tool Selection Accuracy — exact match on
name - Arg Accuracy — exact match on all ground-truth keys (case-insensitive)
- Combined — both name and args correct
Benchmark Results
| Model | Params | Tool Acc | Combined |
|---|---|---|---|
| Base Needle 3 | 26M | 0% | 0% |
| Axton 3 (Needle 3, 12 tools) | 26M | 36.2% | 4.7% |
| Axton 5 (Needle 3, 21 tools) | 26M | 35.2% | 5.6% |
| Axton 6 (Qwen 0.5B, 21 tools) | 500M | 100% | 99.8% |
Usage
from datasets import load_dataset
ds = load_dataset("hiteshluke/zyotact-bench", split="test")
Citation
If you use this benchmark, please cite:
@dataset{zyotact_bench_2026,
title={ZyotAct-Bench: On-Device Phone Automation Benchmark},
author={Zyot Lab},
year={2026},
url={https://huggingface.co/datasets/hiteshluke/zyotact-bench}
}
License
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