Task Name
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| Number of Apps
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| Task Type
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|---|---|---|---|---|---|
AddBusinessTripAskUserTask
|
我下周六10:00am-12:30am要上海虹桥火车站,你帮我找到离上海虹桥火车站10公里以内的景点,我周一上班前去参观下,添加事项到calender,事项为出差游玩,把找到的景点按照"景点名字:地址"放入calender事件的描述中,多个景点按逗号分隔
|
agent-mcp, agent-user-interaction, lang-cn
|
Calendar, MCP-Amap
| 2
|
Cross-app
|
AddBusinessTripWithCafeTask
|
我下周六10:00am-12:30pm要去「上海虹桥火车站」,添加事项到calender,事项为出差,你帮我找到离上海虹桥火车站10公里以内的景点,我周一上班前去参观下,按照"景点名字:地址"放入calender事件的描述中,多个景点按逗号分隔
|
agent-mcp, lang-cn
|
Calendar, MCP-Amap
| 2
|
Cross-app
|
CheckConferenceAndSendSmsTask1
|
Check my calendar and send an SMS notification to Mia with the dates of my arrival and departure from Paris. The message should contain only the two dates in MM/DD/YYYY format, separated by a comma.
|
lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
CheckConferenceAndSendSmsTask2
|
Check my calendar and send an SMS notification to Mia with the dates of my arrival and departure from Tokyo. The message should contain only the two dates in MM/DD/YYYY format, separated by a comma.
|
lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
CheckConferenceDurationTask
|
How many days of conference meetings did I schedule in October?
|
lang-en
|
Calendar
| 1
|
Single-app
|
CheckDeduplicatedEventsTask
|
How many deduplicated events are there in the calendar, from October 20 to October 26?
|
lang-en
|
Calendar
| 1
|
Single-app
|
CheckEventAndSetAlarmAskUserTask
|
Set an alarm in Clock app to remind me of my meeting with Sam 5 minutes in advance.
|
agent-user-interaction, lang-en
|
Calendar, Clock
| 2
|
Cross-app
|
CheckInterviewTimesTask
|
Check my email for any job interviews I have in November.Set calendar events for each of them. Use the company name as the title and the interview time as the start and end time.
|
lang-en
|
Calendar, Mail
| 2
|
Cross-app
|
CheckMealEventAskUserTask
|
Check next week's schedule. If there is a meal with someone, email them to ask if it can be canceled.
|
agent-user-interaction, lang-en
|
Calendar, Mail, Contacts
| 3
|
Cross-app
|
CheckMeetingEventAskUserTask
|
Check next week's schedule. If there is a meeting with someone, email them to ask if it can be canceled.
|
agent-user-interaction, lang-en
|
Calendar, Mail, Contacts
| 3
|
Cross-app
|
CheckSetMeetTimeTask
|
Check my email for the date and time of my meeting with Carl.Then, set a one hour calendar event titled 'Board Meeting'
|
lang-en
|
Calendar, Mail
| 2
|
Cross-app
|
DeleteEventAskUserTask
|
My schedule on 10/20 is a bit full, please remove a few events.
|
agent-user-interaction, lang-en
|
Calendar
| 1
|
Single-app
|
MattermostCustomerFeedbackAnalysisTask
|
Analyze the 'customer-feedback' channel. Identify all NEGATIVE feedback items (complaints, bugs, issues). 1. Send a summary email to '[email protected]' with subject 'Weekly Negative Feedback Digest' listing these items.
2. Schedule a meeting 'Feedback Review' for next Friday at 14:00 in the Calendar.
3. Reply to the channel with 'Feedback logged and meeting scheduled'.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
MattermostDeadlineReconciliationTask
|
I suspect there's a discrepancy between what was discussed and what got documented. Please verify by checking the project-updates channel on Mattermost for any messages mentioning 'deadline' or 'milestone'. For each deadline mentioned, check if there's a corresponding calendar event within ±2 days of the mentioned date. Generate a reconciliation report showing: Deadlines with matching calendar events (PASS), Deadlines WITHOUT calendar events (- Missing), Calendar events not mentioned in chat (📅 Untracked). Email this report to [email protected] with subject 'Deadline Audit Report'. For each missing calendar event, create it with title '[AUTO] {deadline description}' and post confirmation in the project-updates channel listing the created event titles.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
MattermostIncidentEscalationTask
|
Monitor the 'support-tickets' channel for CRITICAL incidents. If a critical ticket is found:
1. Create a dedicated channel named 'incident-<ticket_id>' (e.g., incident-ticket-123).
2. Add user '[email protected]' to this new channel.
3. Email '[email protected]' with subject 'CRITICAL INCIDENT: <ticket_id>' and the issue description.
4. Schedule a 'Discussion on <ticket_id>' meeting for tomorrow at 09:00 AM in the calendar.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
MattermostMeetingPlanningTask
|
Our team (alex, sam, and I) need to schedule an offsite meeting next week. Check the team-schedule channel on Mattermost where alex and sam have posted their availability. Find a 2-hour overlapping free slot across all three people (my calendar is in the Calendar app). The meeting location should be reachable within 30 minutes walking from our office at '阿里巴巴西溪园区C区'. Evaluate these two venue options: 1) '杭州师范大学' 2) '浙江大学紫金港校区图书馆' Choose the venue that is reachable within 30 minutes walking. Create a calendar event named `Offsite Meeting` for the meeting at the first available slot. Post in the team-schedule channel announcing the meeting with: date, time, venue name, and estimated walking time. Use format: 'Meeting scheduled: [date] [time]-[end_time] at [venue], ~[X] min walk'. Send a separate private DM to alex with the walking distance in meters to the chosen venue.
|
agent-mcp, lang-en
|
Calendar, MCP-Amap, Maps, Mattermost
| 4
|
Cross-app
|
MattermostProjectHandoverTask
|
I'm passing the Phoenix project to Alex. Add Alex to the phoenix channel on mattermost. ping everyone to schedule a 1-hour project meeting on Monday (find an available time slot from my calendar). Use this exact format in your message: `Meeting Time: [YYYY-MM-DD] from [HH:MM] to [HH:MM]`
|
lang-en
|
Calendar, Mattermost
| 2
|
Cross-app
|
MattermostProjectStatusReportTask
|
I need a comprehensive project status report. Check these Mattermost channels: 'backend-team', 'frontend-team', and 'qa-team' for status updates. For each team, identify items marked as 'blocked', 'at-risk', or 'on-track'. Cross-reference with calendar milestones to verify if timeline claims are accurate. Generate a risk matrix report in the following format:
On Track (status=on-track AND milestone exists within 3 days): <item name>, <item name>, ... (and so on for all on-track items)
At Risk (status=at-risk OR no milestone found): <item name>, <item name>, ... (and so on for all at-risk items)
Blocked (explicitly marked blocked): <item name>, <item name>, ... (and so on for all blocked items)
Email this report to '[email protected]' with subject 'Sprint Status Risk Matrix'. For any blocked items, create a calendar event titled '[ESCALATION] {item name}' on the next business day at 10:00-10:30. Post a summary in the 'project-sync' channel with the counts: X on-track, Y at-risk, Z blocked.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
MattermostResourceConflictResolutionTask
|
Check the 'resource-booking' channel on Mattermost for resource requests. Cross-reference each request with the calendar to determine status. Send a report email to '[email protected]' with subject 'Resource Booking Conflicts' in the following format:
APPROVED: <resource>, <resource>, ... (no calendar conflict)
CONFLICT: <resource>, <resource>, ... (overlaps existing booking)
For approved requests, add calendar events titled 'BOOKED: [resource] - [requester]'. For conflicts, DM the requester about the issue.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
MattermostShiftCoverageTask
|
Review shift swap requests in 'shift-requests' channel. Check the Calendar for any conflicts on the requested dates. If there is a conflict (e.g. 'All Hands' or 'Training'), reply to the request in the channel with 'Denied: [Reason]'. If there is no conflict, forward the request via email to '[email protected]' with subject 'Shift Swap Request' and reply to the user 'Request escalated to HR'.
|
lang-en
|
Calendar, Mail, Mattermost
| 3
|
Cross-app
|
PhotoManagementTask
|
Find all my food pics from the past month and help me classify them into different folders named travel locations. You can find where I visited from calendar.
|
lang-en
|
Calendar, Gallery
| 2
|
Cross-app
|
ReplyEmailViaSmsAskUserTask
|
I received an email about the Next.js Conf. Please check my calendar. If I'm available, send the sender an SMS saying, 'I can attend the conference.' If not, reply with, 'Sorry, I can't attend.'
|
agent-user-interaction, lang-en
|
Calendar, Mail, Messages
| 3
|
Cross-app
|
ScheduleCoffeeTimeViaSmsTask
|
I've received a coffee time invitation via text message; please check the calendar.If I am available in this time slot, reply "OK" and schedule a corresponding event on my calendar.Otherwise reply "Not available in this time slot."
|
lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
ScheduleLunchViaSmsAskUserTask
|
I've received a lunch invitation via text message; please reply "OK" and schedule a lunch event ranging from 11 a.m. to 12 a.m. on Oct 16.
|
agent-user-interaction, lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
ScheduleLunchViaSmsTask
|
I've received a lunch invitation via text message; please reply "OK" and schedule a corresponding event on my calendar.
|
lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
ScheduleOneOneViaSmsAskUserTask
|
I've received a one-on-one meeting invitation from my boss. Please check my calendar and reply 'OK' if it's clear. If there's a scheduling conflict, please notify the person in the conflict event by SMS: 'Sorry, I can't attend the meeting.'
|
agent-user-interaction, lang-en
|
Calendar, Messages
| 2
|
Cross-app
|
TakeSelfieAskUserTask1
|
Take a selfie, and share it with Jimmy via email.
|
agent-user-interaction, lang-en
|
Camera, Mail, Gallery
| 3
|
Cross-app
|
TakeSelfieAskUserTask2
|
Take a photo, and share it with Henry via email.
|
agent-user-interaction, lang-en
|
Camera, Mail, Gallery
| 3
|
Cross-app
|
TakeSelfieTask
|
Take a photo.
|
lang-en
|
Camera
| 1
|
Single-app
|
CheckDistanceMcpTask
|
我在做一个咖啡连锁品牌发展史的研究,上次我去了Manner的全国首店,这次想实地考察Manner咖啡全国第二家店的选址。帮我用高德mcp查一下从杭州东站到它的直线距离?只需要回答数字。
|
agent-mcp, lang-cn
|
Chrome, MCP-Amap
| 2
|
Cross-app
|
CheckGithubInfoTask
|
Please check the number of stars and contributors on the AndroidWorld GitHub repository, then send an email to [email protected] with the subject line "AndroidWorld Repository Stats" and the following message body:
There are XXX stars and XXX contributors in the AndroidWorld repository.
Replace "XXX" with the actual numbers you find.
|
lang-en
|
Chrome, Mail
| 2
|
Cross-app
|
ChromeSearchBeijingWeatherAskUserTask
|
What will be the maximum temperature at my hometown tomorrow? Answer with only an integer (the number of Celsius degree) and no other text.
|
agent-user-interaction, lang-en
|
Chrome
| 1
|
Single-app
|
ChromeSearchBeijingWeatherTask
|
Use Chrome to search for Beijing highest temperature today. ONLY give a integer number denoted Celsius degree.
|
lang-en
|
Chrome
| 1
|
Single-app
|
DownloadPoiImagesMcpTask
|
帮我找到全国第一家Manner咖啡店,用高德mcp工具获取图片url和id,在mattermost上发给Sam并介绍一下这家店的历史(markdown格式)
|
agent-mcp, lang-cn
|
Chrome, MCP-Amap
| 2
|
Cross-app
|
ExtractBenchmarkComparisonEmailTask
|
I am checking some benchmark numbers for our paper.
Please open the paper at: https://arxiv.org/pdf/2508.15144
In this paper, locate the results on the **MMBench-GUI L1** test set.
From that benchmark, extract the performance scores of uitars-72B and Claude-3.7
Then determine:
1) Whether uitars-72B performs better or worse than Claude-3.7 on MMBench-GUI L1.
2) The absolute difference in their scores (uitars-72B minus Claude-3.7), keeping the same units as in the table.
Summarize the result in **one concise sentence** in the following style:
"On MMBench-GUI L1, uitars-72B performs [better/worse] than Claude-3.7 by X.X points."
Replace [better/worse] and X.X with the correct comparison and numeric difference.
Then send an email to my coauthor at [email protected] with:
- Subject: MMBench-GUI L1 comparison (uitars-72B vs Claude-3.7)
- Body: exactly that one sentence, and no extra text.
|
agent-mcp
|
Chrome, Mail, MCP-arXiv
| 3
|
Cross-app
|
GraduationMassEmailTask
|
Search up the UF academic calendar and find out the week that grades are due in the Spring 2026 semester.Then, set a calendar event at 6pm on the Saturday of that week titled 'Graduation Party'Search my email for the list of students graduating from the math department this year.Send an email to all the graduates with the subject 'Graduation Party' and body 'Don't forget about this year's graduation party! More details coming soon.'
|
lang-en
|
Chrome, Mail, Calendar
| 3
|
Cross-app
|
ListGithubIssuesEmailTask
|
Help me list the open issues from the google-research/android_world repository (only title and number), organize them into a simple todo list, with each line formatted as title: number, email to [email protected], subject as `Issues To Fix`, content as the obtained issues, if there are none then set the email content to `No open issues.`
|
agent-mcp, lang-en
|
Chrome, Mail, MCP-Github
| 3
|
Cross-app
|
ListRecentCommitsEmailTask
|
Help me check the recent 3 commits summary from the google-research/android_world repository (including author and commit message), format each line as 'author: commit message' and email to [email protected], email subject as "Recent Commits"
|
agent-mcp, lang-en
|
Chrome, Mail, MCP-Github
| 3
|
Cross-app
|
MattermostReadingGroupTask
|
Please help me complete the task in mattermost reading group following sam's request.
|
lang-en
|
Chrome, Mattermost
| 2
|
Cross-app
|
SearchTopInfoAskUserTask
|
Search for the recent news in the field I am interested, and send an email to me with a subject line that includes the field name and the following message:
Here is the recent news in the [field name] field:
[One sentence summary of the recent news you found]
|
agent-user-interaction, lang-en
|
Chrome, Mail
| 2
|
Cross-app
|
SendInvoiceWithInfoTask
|
Send the invoice PDF file in the download directory to Mia. And attach the following information to the email: the total amount of the invoice and exchange to RMB according to the latest exchange rate. The format is total amount: xxx, exchange rate: xxx, total amount in RMB: xxx.
|
agent-user-interaction, lang-en
|
Chrome, Docreader, Mail, Files
| 4
|
Cross-app
|
SuggestPaperTask
|
Reply to Tony's email asking for paper suggestions with a pdf of the ddpm paper (save the pdf to Download with the name `ddpm.pdf`).Mention the full name and the abstract of the paper in the email body.
|
lang-en
|
Chrome, Mail, Files
| 3
|
Cross-app
|
ThanksgivingPrepTask
|
Email me ([email protected]) a list of the flavoring ingredients needed to make Pecan pie with subject 'Pie shopping'.You can browse the following link for reference: https://sallysbakingaddiction.com/my-favorite-pecan-pie-recipe/Then, set an 8 am calendar event titled 'Thanksgiving Shopping' one week before Thanksgiving 2025.
|
lang-en
|
Chrome, Mail, Calendar
| 3
|
Cross-app
|
SetAlarmTask
|
Set a weekend alarm for 8:25 a.m. with the ringtone "beebeep" and vibration off.
|
lang-en
|
Clock
| 1
|
Single-app
|
SetAlarmTaskAskUser1
|
Please set a wake-up alarm for me on Friday.
|
agent-user-interaction, lang-en
|
Clock
| 1
|
Single-app
|
SetAlarmTaskAskUser2
|
Please set a wake-up alarm for my weekend, and choose my favorite ringtone.
|
agent-user-interaction, lang-en
|
Clock
| 1
|
Single-app
|
SetAlarmTaskAskUser3
|
Please set a morning wake-up alarm for my weekend at 9:45 p.m. Choose the ringtone 'beebeep' for the alarm.
|
agent-user-interaction, lang-en
|
Clock
| 1
|
Single-app
|
CheckInvoiceTask2
|
Read the invoice PDF file in the download directory. The customer has notified that payment will be made 45 days after the due date. Please recalculate the total amount payable and forward the result number to the customer via Email.
|
lang-en
|
Docreader, Mail, Files
| 3
|
Cross-app
|
CheckInvoiceTask3
|
Read the invoice PDF file in the download directory. Send a SMS to Mia and report how many hours of the Consulting Services larger than Software Development hours.
|
lang-en
|
Docreader, Files, Messages
| 3
|
Cross-app
|
CheckInvoiceTask4AskUser
|
Read the invoice PDF file in the download directory. 3rd party API will increase 25% of the unit price. Notify Kevin via SMS the new total amount.
|
agent-user-interaction, lang-en
|
Docreader, Files, Messages
| 3
|
Cross-app
|
BidFileRenameAskUserTask
|
将Download中前缀为bid_的文件, 按照一定的顺序,统一改为'bid_{序号}.{原扩展名}'。
|
agent-user-interaction, lang-cn
|
Files
| 1
|
Single-app
|
BidFileRenameTask
|
将Download中前缀为bid_的文件, 按创建日期由早到晚,统一按照'bid_{序号}.{原扩展名}'进行重命名。
|
lang-cn
|
Files
| 1
|
Single-app
|
CheckCandidateAskUserTask1
|
Find Kevin's resume and check whether his skills in database matches my job requirements. If yes, send a text message to HR: 'please kickoff the interview for Kevin.' If no, send a text message to HR: 'please reject the application for Kevin.'
|
agent-user-interaction, lang-en
|
Files, Messages
| 2
|
Cross-app
|
CheckCandidateAskUserTask2
|
Find Kevin's resume and check whether his GPA matches my job requirements. If yes, send a text message to HR: 'please pass the application for Kevin.' If no, send a text message to HR: 'please reject the application for Kevin.'
|
agent-user-interaction, lang-en
|
Files, Messages
| 2
|
Cross-app
|
CheckInvoiceTask1
|
Read the invoice PDF file in the download directory. The customer has notified that payment will be made 45 days after the due date. Please recalculate the total amount payable and respond with only a single number representing the total amount, with no other text.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
CountFileLinesTask
|
Check the file_1.txt inside the earliest zip file from July in the Downloads directory and count how many lines it contains. Respond only with an integer representing the line count, with no other text.
|
lang-en
|
Files
| 1
|
Single-app
|
DeleteUselessFilesAskUserTask
|
Help me to clean the useless files in download directory for stoarage saving.
|
agent-user-interaction, lang-en
|
Files
| 1
|
Single-app
|
InvoiceReceiptCopyAskUserTask
|
在Download里找到11月内文件名包含invoice或者receipt的PDF复制进我专门用来收录发票和收据的文件夹。
|
lang-cn
|
Files
| 1
|
Single-app
|
InvoiceReceiptCopyTask
|
在Download里找到11月内文件名包含invoice或者receipt的PDF复制进Finance/invoice文件夹。
|
lang-cn
|
Files
| 1
|
Single-app
|
LocalFileManagementTask
|
I'm running out of space, can you check my files and delete zip files that are older than 1 year in my Download folder. Send myself on mattermost the list of deleted files just for record
|
lang-en
|
Files, Mattermost
| 2
|
Cross-app
|
ReadQwen3PaperTask1
|
Read the downloaded Qwen3 paper and indicate by how many points Qwen3-32B (Thinking) lags behind the best model on the AIME25 benchmark. The answer should consist of only a single number representing the score difference.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
ReadQwen3PaperTask2
|
Read the downloaded Qwen3 paper and tell me how many core contributors in this paper. The answer should consist of only a single number.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
ReadQwen3PaperTask3
|
Read the downloaded Qwen3-Omni paper and tell me how many benchmarks are used in evaluting the Text to Text performance of Qwen3-Omni-Thinking model. The answer should consist of only a single number.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
ReadQwen3PaperTask4
|
Read the downloaded Qwen3-Omni paper and tell me the size of Vision encoder in Qwen3-Omni-30B-A3B model. The answer should consist of only a single number representing the size in MB.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
ReadQwen3PaperTask5
|
Read the downloaded Qwen3 paper and tell me what kind of Austroasiatic language is supported by Qwen3 in Belebele Benchmark.The answer should be a list of languages separated by comma.No other text.
|
lang-en
|
Files, Docreader
| 2
|
Cross-app
|
SendInterviewInvitationTask
|
Find Kevin's resume and send a text message to Kevin saying: "Your interview is scheduled for tomorrow morning at 10:30 AM."
|
lang-en
|
Files, Messages
| 2
|
Cross-app
|
SumFileLinesTask
|
Check the all files inside the earliest zip file from July in the Downloads directory and count how many lines it contains in total. Respond only with an integer representing the line count, with no other text.
|
lang-en
|
Files
| 1
|
Single-app
|
CalculateWalkingRouteEmailTask
|
我想每天晚饭后从阿里巴巴西溪园区散步到西溪湿地。我家在「浙江省杭州市余杭区文一西路阿里巴巴西溪园区C区三号楼」,公园在「西溪国家湿地公园周家村主入口」,评估把总距离(公里)和预计时长(分钟)email到我的生活邮箱[email protected],标题为daily walking
|
agent-mcp, lang-cn
|
MCP-Amap, Mail
| 2
|
Cross-app
|
CheckDistanceMcpTask2
|
我的常用收货地址到杭州东站的直线距离是多少公里?只需要回答最终数字
|
agent-mcp, agent-user-interaction, lang-cn
|
MCP-Amap, Taodian
| 2
|
Cross-app
|
CompareApartmentsDistanceSmsTask
|
中介给我发了两套房子的信息,我想比较一下哪一套离阿里西溪c园区开车更近,好决定租哪一间。把最近那套房子的地址发给我朋友 Mia
|
agent-mcp, lang-cn
|
MCP-Amap, Messages
| 2
|
Cross-app
|
EstimateBikeRouteTask
|
我打算骑车上班,帮我估算萧山到阿里西溪C园区的距离(公里)和时间(分钟)把结果按`距离(公里),时间(分钟)`的格式发送到我的生活邮箱[email protected],标题为`daily bike`
|
agent-mcp, lang-cn
|
MCP-Amap, Mail
| 2
|
Cross-app
|
PlanCommuteRouteSmsTask
|
Please help me design exactly 1 multimodal commute route in Shanghai that:
Starts at my home: "上海市徐汇区漕溪北路41号" and ends at my office: "上海市浦东新区世纪大道100号".
The route must contain exactly 3 segments in this fixed order:
1) walking from home to a nearby metro or bus station;
2) integrated public transit (metro / bus) between two stations;
3) walking from the arrival station to my office.
帮我找出总通勤时间小于50min,且步行时间最短的路线;请短信发送下面的内容给我的同事Tom 13800138000:
起点、终点、需乘地铁的起止站和对应的坐标:[名称:坐标,逗号分隔]
步行路段的instruction,逗号分隔
步行和乘坐地铁的总距离(米),逗号分隔
|
agent-mcp, lang-en
|
MCP-Amap, Messages
| 2
|
Cross-app
|
PlanCyclingRouteSmsTask
|
Please help me plan exactly 1 cycling route in Hangzhou that: Starts and ends at "杭州东站 (Hangzhou East Railway Station)". Passes through exactly the following 4 landmarks in Hangzhou, in any order:
1. "保俶塔 (Baochu Pagoda)"
2. "雷峰塔 (Leifeng Pagoda)"
3. "杭州杨公堤 (Yanggong Causeway)"
4. "杭州奥林匹克体育中心主体育场 (Hangzhou Olympic Sports Center Stadium)"
Forms a loop with the following strict constraints on straight-line distances between consecutive waypoints (including the final segment back to the start):
Each segment between consecutive points must be between 3 km and 15 km.
The total riding distance of the whole loop must be between 20 km and 42 km
请短信发送下面的内容给我的骑行伙伴mike 18756627900:5个地点名称和坐标:[地点:坐标,逗号分隔]\n 骑行的路线:从起点到终点,按顺序组织地点的名字,逗号分隔\n 相邻点之间的骑车距离,按骑行顺序计算,逗号分隔 \n 总路线的距离
|
agent-mcp, lang-en
|
MCP-Amap, Messages
| 2
|
Cross-app
|
PlanDrivingRouteSmsTask
|
Please help me plan exactly 1 self-driving sightseeing shortest path route in Jiangsu that:
Starts at "南京市玄武区龙蟠路100号" (Nanjing Railway Station),
must visit exactly 3 scenic spots chosen from the following 5 candidates (each visited at most once),
and finally ends at "江苏省苏州市姑苏区苏站路27号" (Suzhou Railway Station):
1. "南京夫子庙" (Confucius Temple in Nanjing)
2. "中山陵" (Sun Yat-sen Mausoleum in Nanjing)
3. "无锡鼋头渚风景区" (Yuantouzhu Scenic Area in Wuxi)
4. "无锡灵山大佛" (Lingshan Grand Buddha in Wuxi)
5. "苏州拙政园" (Humble Administrator's Garden in Suzhou)
请短信发送下面的内容给我的自驾伙伴Jack 13600136000:
把最后选择的路线上的5个地点名称和坐标:[名称:坐标,经度,纬度,逗号分隔],按实际驾车顺序给出
相邻地点之间的驾车距离(米),按驾车顺序计算,逗号分隔
总直线距离(米)
|
agent-mcp
|
MCP-Amap, Messages
| 2
|
Cross-app
|
PlanRouteTask
|
帮我规划从杭州亲橙酒店到萧山机场之间规划一条驾车路线,把返回的路线信息组织成一段内容,instructions用逗号分隔,发送到我的生活邮箱[email protected],标题为`daily travel`
|
agent-mcp, lang-cn
|
MCP-Amap, Mail
| 2
|
Cross-app
|
PlanTaxiRouteSmsTask
|
Please help me plan exactly 1 shortest taxi route in Chengdu that:
Starts at "成都双流国际机场T2航站楼" and ends at my hotel "成都市锦江区春熙路南段8号".
On the way, I must visit exactly these 2 landmarks (in any order):
1. "宽窄巷子"
2. "锦里古街"
请短信发送下面的内容给我的旅行伙伴Lucy 13900139000:
4个地点名称和坐标:[名称:坐标,经度,纬度,逗号分隔]
最短距离的地点浏览顺序,逗号分隔
三段打车的驾车距离(米),按顺序计算,逗号分隔
总驾车距离(米)
|
agent-mcp, lang-en
|
MCP-Amap, Messages
| 2
|
Cross-app
|
SearchPharmacyTask
|
我现在的位置在西溪园区亲橙客栈,家里有人突然感冒,你帮我查500米范围内的药店,以`name:address`的格式,每个药店一行,帮我短信给我妻子1997777900
|
agent-mcp, lang-cn
|
MCP-Amap, Messages
| 2
|
Cross-app
|
SendLocationAddressSmsTask
|
我从高德复制了一段终点坐标 120.0351,30.2809(阿里西溪附近),帮我用它查出详细的行政区划地址,然后短信给1766242644,按照"坐标:地址"的格式编写短信内容
|
agent-mcp, lang-cn
|
MCP-Amap, Messages
| 2
|
Cross-app
|
SendWeatherSmsTask
|
明天下午我朋友要来杭州西溪这边,你帮我查一下杭州明天白天的天气和情况和温度发送给我的朋友,电话100077788236
|
agent-mcp, lang-cn
|
MCP-Amap, Messages
| 2
|
Cross-app
|
SendArxivPapersSmsTask
|
先帮我看一下最近 arXiv 上 cs.AI 分类的新论文,帮我调5篇最新的,按照"题目:arXiv 链接"每行的格式发送给mike 18753923900
|
agent-mcp, lang-cn
|
MCP-arXiv, Messages
| 2
|
Cross-app
|
ExtractWebpageLinksEmailTask
|
获取网页https://yenanliu.github.io/AVSS.github.io/的所有子链接,用英文逗号分隔返回,例如:url1,url2,url3,把得到的链接发送到[email protected],自拟邮件标题。
|
agent-mcp, lang-cn
|
MCP-jina, Mail
| 2
|
Cross-app
|
FactCheckLemonWaterSmsTask
|
帮我查一下这句话是不是靠谱:'每天喝柠檬水可以预防癌症。'可靠的话,编辑短信内容'每天喝柠檬水可以预防癌症',不可靠的话编辑短信内容为'每天喝柠檬水不可以预防癌症',发送给我妻子1665347803。
|
agent-mcp, lang-cn
|
MCP-jina, Messages
| 2
|
Cross-app
|
SendWebpageAudioCountSmsTask
|
Please count the occurrences of the word 'audio' on the page https://yenanliu.github.io/AVSS.github.io/ (case insensitive), and finally organize the final count with the summarized content into a text message and send it to 177663344
|
agent-mcp, lang-en
|
MCP-jina, Messages
| 2
|
Cross-app
|
CompareEsgRatingsEmailTask
|
请查询证券代码 600000 在妙盈科技和华证指数的 ESG 评级是否一致。请email 给[email protected],title为股票价格,内容取决于判别结果,如果两家返回的 esg_rate 完全相同,则内容为"600000在妙盈科技和华证指数的ESG评级一致",否则发送"600000在妙盈科技和华证指数的ESG评级不一致"。
|
agent-mcp, lang-cn
|
MCP-stockstar, Mail
| 2
|
Cross-app
|
SendHighDividendStocksSmsTask
|
我想长期拿一点高股息的蓝筹股,帮我筛一下当前股息率大于 4% 的股票名单,列出最高的前3只股票,每个股票占一行,按照(股票名称 (证券代码) : 股息率)的格式将结果短信发送给177663344
|
agent-mcp, lang-cn
|
MCP-stockstar, Messages
| 2
|
Cross-app
|
SendStockEsgRatingSmsTask
|
请先筛选出近三年ROE大于250的全部股票,然后将结果中的证券代码按从小到大排序,取排序后的第一只股票,查询这只股票在妙盈科技的ESG评级。最终将这只股票的security_code和esg_rate按照"code:rate"的格式短信发送给177663344
|
agent-mcp, lang-cn
|
MCP-stockstar, Messages
| 2
|
Cross-app
|
StockCandidateListTask
|
帮我在当前股息率大于 4% 的股票里,挑5只 ESG 评级在 BBB 及以上的,给我列个候选名单。每个股票占一行,按照(股票名称 (证券代码):ESG评级)的格式显示,记录到price.txt文件,存储在系统中的Documents文件夹下。
|
agent-mcp, lang-cn
|
MCP-stockstar, Files
| 2
|
Cross-app
|
AcceptMeetingTask
|
Reply to Daniel's most recent email to tell him: 'I'll be there at 10:00 AM on Thursday.'
|
lang-en
|
Mail
| 1
|
Single-app
|
CVEmailAskUserTask
|
在Download内找到最近一个月下载的简历文件,把文件发送给我的HR同事,标题为candiaditaes_cv。
|
agent-user-interaction, lang-cn
|
Mail, Files
| 2
|
Cross-app
|
CVEmailTask
|
在Download内找到最近一个月下载的简历文件,把文件发送给[email protected],标题为candidates_cv。
|
lang-cn
|
Mail, Files
| 2
|
Cross-app
|
CancelMeetingTask
|
Could you reply to Daniel's most recent email to tell him I'll have to cancel the meeting on Thursday?
|
lang-en
|
Mail
| 1
|
Single-app
|
CheckDepartTimeTask
|
Check if I've received an email about the depart time for the CoolHacks hackathon.If not, text Carl (345 6784 3456) 'Do you know what time we're leaving tomorrow?'
|
lang-en
|
Mail, Messages
| 2
|
Cross-app
|
CheckEventTimeTask
|
Check my email for the time of the Christmas party today. Set an alarm for one hour before then.
|
lang-en
|
Mail, Clock
| 2
|
Cross-app
|
CheckRegistrationTask
|
Check my email for Putnam registration confirmation.If no such email exists, email [email protected] asking about it with the subject 'Putnam Registration Confirmation'
|
lang-en
|
Mail
| 1
|
Single-app
|
DownloadReadmeTask
|
Download the README content from the repository google-research/android_world and send an email to [email protected] with the subject `aw_readme notes for macos` about the notes for macos from the README when setting up the environment.
|
agent-mcp, lang-en
|
Mail, MCP-Github
| 2
|
Cross-app
|
DownloadSendReceiptTask
|
Look for a file in my email titled 'receipts.jpg' and download it.Then, send it to to [email protected] with the subject 'Proof of purchase', the email should mention the total amount spent in the email.
|
lang-en
|
Mail
| 1
|
Single-app
|
ExtractMultilingualScoresEmailTask
|
I am preparing the multilingual evaluation section of my paper.
Please open the paper at: https://arxiv.org/pdf/2505.09388
In this paper, the Multilingual Tasks results are presented in a table where the columns
correspond to the two models "DeepSeek-V3 base" and "Qwen3-235B-A22B base",
and each row corresponds to a benchmark such as MGSM, MMMLU, and INCLUDE.
From this table, extract the scores of these two models on the following three benchmarks:
- MGSM
- MMMLU
- INCLUDE
Format the results so that each line corresponds to one benchmark, with the pattern:
Benchmark: DeepSeek-V3 base=xx.xx, Qwen3-235B-A22B base=yy.yy
For example:
MGSM: DeepSeek-V3 base=82.68, Qwen3-235B-A22B base=83.53
Then send an email to my advisor at [email protected] with:
- Subject: Baseline comparison table from 2403.15137
- Body: exactly three lines, in this order: MGSM, MMMLU, INCLUDE,
each line following the specified format, and no extra text.
|
agent-mcp
|
Mail, MCP-arXiv
| 2
|
Cross-app
|
ExtractPipelineStagesEmailTask
|
I have just discussed with my collaborator, and they asked me to carefully review the
data pipeline figure in the paper: https://arxiv.org/pdf/2505.09388.
Please open this paper, locate the data pipeline figure, and focus on the
upper part of the figure, which is divided into four stages.
For each of these four stages, extract its step description in the figure.
Format each line as:
stage N: content
Then send an email to [email protected] with:
- Subject: Data pipeline stages from 2505.09388
- Body: exactly four lines, one for each stage, in the order stage 1 to stage N,
each following the format 'stage N: content' with no extra text.
|
agent-mcp
|
Mail, MCP-arXiv
| 2
|
Cross-app
|
ExtractTrajectoryEnvironmentsEmailTask
|
Please open the paper at: https://arxiv.org/pdf/2508.15144
My collaborator asked me to study how this paper collects trajectory data.
Please locate the section(s) that describe the trajectory data collection process
and identify in how many different environments they collect trajectories, and what these environments are.
Summarize the answer in the following format:
- The total number of environments: X
- <name>
- <name>
- ... (and so on for all environments)
Then send an email to my collaborator at [email protected] with:
- Subject: Trajectory data collection environments from 2508.15144
- Body: the summary in the specified format
|
agent-mcp
|
Mail, MCP-arXiv
| 2
|
Cross-app
|
GetArxivPaperEmailTask
|
I just came across a paper at https://arxiv.org/pdf/2510.20286 — please parse its content, extract the abstract, and email it to [email protected] with the paper title as the subject and the abstract as the body.
|
agent-mcp, lang-cn
|
Mail, MCP-arXiv
| 2
|
Cross-app
|
MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments
Mobile World is a substantially more challenging mobile-use benchmark designed to better reflect real-world mobile usage. It comprises 201 tasks across 20 applications, featuring long-horizon, cross-app tasks, and novel task categories including agent-user interaction and MCP-augmented tasks.
The difficulty of Mobile World is twofold:
- Long-horizon, cross-application tasks. Mobile World tasks require on average 27.8 completion steps, nearly twice as many as 14.3 steps required in AndroidWorld. Moreover, 62.2% of tasks involve cross-application workflows compared to only 9.5% in AndroidWorld.
- Novel task categories. Mobile World extends beyond standard GUI manipulation by introducing (1) agent-user interaction tasks (22.4%) that evaluate an agent's ability to handle ambiguous instructions through collaborative dialogue, and (2) MCP-augmented tasks (19.9%) that require hybrid-usage of GUI navigation and external tool invocations via the Model Context Protocol.
The system architecture of Mobile World consists of two main components. Left: the host machine is where GUI agents receive task instructions and optionally interact with users for clarification, then choose between GUI actions or MCP tool calls to complete tasks. Right: the docker environment contains an isolated Android ecosystem with emulators, self-hosted app backends, and an evaluator that verifies task completion through text matching, backend database, local storage, and app callbacks.

In this dataset, we provide an overview of all task goals in our benchmark.
- Github: https://github.com/Tongyi-MAI/MobileWorld
- Project Page: https://tongyi-mai.github.io/MobileWorld/
- arxiv: https://arxiv.org/abs/2512.19432
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