LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?
Paper • 2508.01780 • Published • 21
Datasets:
task_id stringlengths 36 36 | Question stringlengths 25 18.7k | answers stringlengths 0 71 | category stringclasses 6
values | file_name stringclasses 10
values | Annotator Metadata dict |
|---|---|---|---|---|---|
0e3287cb-c0ff-4d2a-8c3d-d8833014a7b0 | Generate a well-formatted PDF report titled wechat_reading_report.pdf in /root/pdf, summarizing current WeChat Reading trends and including a word cloud. | file /root/pdf/wechat_reading_report.pdf | Office | {
"Steps": "1. Getting the current trends in WeChat Reading, focusing on popular novels, best-selling books, new releases, and various literary genres. \n2. Generate a word cloud chart to visualize the most frequently mentioned words or themes in the top-ranked books.\n3. Create a word document.\n4. Write the word do... | |
99d7541a-73c0-4ea1-8002-a70a041f3ffc | Please perform a comprehensive analysis of the audio file located at /root/music/mixkit-retro-game-emergency-alarm-1000.wav. The analysis should include beat tracking, MFCC extraction, and chroma CQT calculation. Upon completion, please provide the resulting data along with a brief summary of the findings. | Leisure | /root/music/mixkit-retro-game-emergency-alarm-1000.wav | {
"Steps": "1. Load the audio file\n2. Compute the beat track of the audio to understand its rhythmic structure. \n3. Extract the Mel-Frequency Cepstral Coefficients (MFCCs) from the audio to analyze its spectral content.\n4. Compute the Chroma Constant-Q Transform (CQT) to analyze the chromatic content of the audio.... | |
dda8ea55-629c-4ae8-ab87-0c81477ae615 | I'm planning a trip to the Forbidden City in Beijing, show me where to park and what's interesting to do within 1km distance? | Travel | {
"Steps": "1. convert the address of Location into precise geographic coordinates.\n2. find parking facilities within a 1-kilometer radius of Location, filtering for both surface and multi-storey parking options, and provide details such as capacity, fee structure, and access restrictions. \n3. discover nearby point... | ||
629106a5-9508-4ac9-97c3-f22f6069ee7f | My goal is to reach Radiant in Valorant, what should I focus on to improve and start climbing? | Leisure | {
"Steps": "1. Retrieve character statistics data for Valorant\n2. Generate an enhancement program\n",
"Number of steps": "2",
"Tools": "1. valorant-characters-statistics",
"Number of tools": "2"
} | ||
5a2720cd-20f1-49e7-a3fc-8e74af2217f6 | There are three of us. One person is in Haidian Huangzhuang, another is at Chaoyang Joy City, and the third is at Shijingshan Hospital. Could you please recommend a fair meeting point for us, and then suggest some places for entertainment nearby? | Travel | {
"Steps": "1. Convert all address or place name to geographic coordinates\n2. Find the optimal meeting place for multiple people coming from different locations\n3. Discover place of entertainment near the optimal meeting place\n4. Convert geographic coordinates to a detailed address and location description",
"Nu... | ||
0180954e-dc60-4df6-be68-63562fcafee2 | Show me today's trending topics in the gaming world across all platforms. | Leisure | {
"Steps": "1. find the information in different website",
"Number of steps": "1",
"Tools": "1. get-bilibili-rank\n2. get-gcores-new\n3. get-weibo-trending\n4. get-douyin-trending",
"Number of tools": "4"
} | ||
e9df60b1-37a6-4b10-aff0-d432fa79d400 | Please help me find the latest articles about 'MCP' on arXiv. Identify the potentially most influential papers among them and analyze the current trends in this field. | Lifestyle | {
"Steps": "1. Search for papers on arXiv and find some may important papers\n2. Get abstract of these papers and identify the potentially most influential paper\n3. Analyze the current trends in this field",
"Number of steps": "3",
"Tools": "1. search_papers\n2. get_paper_data",
"Number of tools": "2"
} | ||
2b96c022-a2db-47a5-981a-03cc6ad8f95e | Run a full reconnaissance on www.baidu.com. Give me a markdown report on /root/markdown/baidu_report.md with whois information and sitemap. | file /root/markdown/baidu_report.md | Office | {
"Steps": "1. Looksup whois information about the domain\n2. Fetch and parse the sitemap tree from the website URL\n3. Create and write a markdown report on /root/markdown/baidu_report.md",
"Number of steps": "3",
"Tools": "1. whois_domain\n2. get_sitemap_tree\n3. write_file",
"Number of tools": "3"
} | |
afd60e13-2448-4c0f-9aae-2054b91f1ac1 | I'm driving an EV with a 300km range from Beijing to Chengdu. Can you map out a route with all the charging stations I'll need? | Travel | {
"Steps": "1. Convert all place names to geographic coordinates\n2. Calculate detailed route directions between two geographic points\n3. Find electric vehicle charging stations acctording to EV range \n4. Convert geographic coordinates to a detailed address and location description",
"Number of steps": "4",
"To... | ||
88ccea26-01f6-4db6-ba95-6b2a73c0488b | Analyze Apple's stock for the past year and summarize it in a PPT in /root/ppt/apple.pptx. | file /root/ppt/apple.pptx | Finance | {
"Steps": "1. get information for the company\n2. create a ppt",
"Number of steps": "2",
"Tools": "1. get_historical_stock_prices\n2. get_news\n3. get_recommendations\n4. create_presentation\n5. save_presentation",
"Number of tools": "5"
} | |
6b7fc66e-fe96-4403-9a52-df5afa53ab68 | Generate a research summary for NCT04280705 and save it as Markdown to /root/markdown/NCT04280705.md. | file /root/markdown/NCT04280705.md | Office | {
"Steps": "1. Retrieves publications and other references associated with a single clinical trial identified by its NCT ID\n2. Generate a markdown report\n3. Write it to the path",
"Number of steps": "3",
"Tools": "1. trial_references\n2. write_file",
"Number of tools": "2"
} | |
be3f2275-15a4-4e05-b3cb-b0eeb9109d3a | Help me check the high-speed train tickets from Beijing to Shanghai on next Wednesday. | Travel | {
"Steps": "1. Get current time and calculate next Wednesday's date\n2. Query the station_code of a city by its Chinese name\n3. Check 12306 remaining ticket information.",
"Number of steps": "3",
"Tools": "1. get_current_time\n2. get-station-code-of-citys\n3. get-tickets",
"Number of tools": "3"
} | ||
0b21b741-440b-460e-8bad-fa70f99dd01c | What are the 八字 of a boy born on August 8, 2008 at 11:00 am? | Leisure | {
"Steps": "1. Get information about 八字 based on time and gender.",
"Number of steps": "1",
"Tools": "1. getBaziDetail",
"Number of tools": "1"
} | ||
230fb273-b316-4a8f-9297-89ce5558bc6c | Find today's LeetCode Daily Challenge and generate a detailed markdown document in /root/markdown/leetcode_daily.md that provides a comprehensive walkthrough of the problem. | file /root/markdown/leetcode_daily.md | Lifestyle | {
"Steps": "1. get leetcode daily challenge\n2. generate a comprehensive walkthrough of the problem\n3. write it to the path",
"Number of steps": "3",
"Tools": "1. get-daily-challenge\n2. write_file",
"Number of tools": "2"
} | |
567c79c3-3afb-4979-90cf-88ca49cb701d | Help me write a quick start tutorial for Ant Design in markdown at /root/markdown/antd_tutorial.md. | Office | {
"Steps": "1. list all the components in Ant Design.\n2. chose the proper components to introduce to the beginer.\n3. get the detailed information for these compoents.\n4. generate a quick start tutorial\n5. write it to the path",
"Number of steps": "5",
"Tools": "1. list-components\n2. list-component-examples\n... | ||
4de2e9f7-f3ea-4d02-8532-0a1b0b530609 | Read the sales data under /root/excel/Local_Electronic_Sales.xlsx, plot it as a bar chart by month and save it in /root/figs/sale.png | file /root/figs/sale.png | Office | /root/excel/Local_Electronic_Sales.xlsx | {
"Steps": "1. read the excel file to get the data\n2. draw the bar chart",
"Number of steps": "2",
"Tools": "1. excel_read_sheet\n2. generate_bar_chart",
"Number of tools": "2"
} |
56d7fbdb-ebd6-41fe-a5d6-cd21dbc59fd8 | Find the trending GitHub repositories. For the top one, read its Deepwiki. Then, draft a Markdown intro document for it in /root/markdown/github_trends.md. | file /root/markdown/github_trends.md | Office | {
"Steps": "1. find the trending repositories\n2. read the deepwiki of the top repository\n3. draft a Markdown intro\n4. write it to the path",
"Number of steps": "4",
"Tools": "1. get_github_trending_repositories\n2. deepwiki_fetch\n3. write_file",
"Number of tools": "3"
} | |
91cce869-ac2c-4b9c-a2ea-1d068eb5d979 | Draw a flowchart of a fast sorting algorithm using Mermaid. | Office | {
"Steps": "1. write the flowchart of a fast sorting algorithm using Mermaid\n2. validates the Mermaid diagram and returns the rendered SVG if valid",
"Number of steps": "2",
"Tools": "1. validateMermaid",
"Number of tools": "1"
} | ||
f2a9eb67-efec-4c86-abad-efa55a72f86d | Generate a deep report of bitcoin and save it in /root/markdown/bitcoin.md | file /root/markdown/bitcoin.md | Finance | {
"Steps": "1. deep research the bitcoin\n2. write the report to path",
"Number of steps": "2",
"Tools": "1. research-with-keywords\n2. write_file",
"Number of tools": "2"
} | |
9fc8b7f3-776c-4756-bb84-a7ae667521a9 | Help me find Mr. Lu Yaojie's resume in the Chinese Information Processing Laboratory of the Institute of Software and save it to /root/markdown/cv.md. | file /root/markdown/cv.md. | Lifestyle | {
"Steps": "1. fetch the https://www.icip.org.cn/zh/zh_team/ to get the member information\n2. fetch the resume of Lu Yaojie in https://luyaojie.github.io/\n3. save it to /root/markdown/cv.md",
"Number of steps": "3",
"Tools": "1. fetch\n2. write_file",
"Number of tools": "2"
} | |
8aaa7e7f-aff7-4735-9dc8-8bb5f474506c | Find today's top LLM-related news. | Lifestyle | {
"Steps": "1. get related news related to LLM",
"Number of steps": "1",
"Tools": "1. getStories\n2. get-36kr-trending\n3. get-bbc-news\n4. get-theverge-news",
"Number of tools": "4"
} | ||
08644b1a-ac5e-45a9-8ad1-3a3942e8d366 | Help me recommend any cheap goodies worth buying recently? Save this information to /root/excel/goods.xlsx. | edit /root/excel/goods.xlsx | Shopping | {
"Steps": "1. get the information for cheap goodies\n2. write these information to excel in /root/excel/goods.xlsx",
"Number of steps": "2",
"Tools": "1. get-smzdm-rank\n2. excel_write_to_sheet",
"Number of tools": "2"
} | |
860f7b99-23fe-41fe-9608-59717bad2a9a | Get deepwiki for vercel/ai and convert its structure to mindmap | Office | {
"Steps": "1. get the deepwiki of vercel/ai \n2. create the mindmap of the deepwiki",
"Number of steps": "2",
"Tools": "1. deepwiki_fetch\n2. convert_markdown_to_mindmap",
"Number of tools": "2"
} | ||
cda14e48-b067-48fc-94de-bb8ec090b952 | draw cowboy using canvas | Leisure | {
"Steps": "1. create the canvas\n2. drawing\n3. get picture",
"Number of steps": "3",
"Tools": "1. drawing_generateCanvas\n2. drawing_fillRectangle\n3. drawing_getCanvasPng",
"Number of tools": "3"
} | ||
a984d31b-f3e9-47d4-8726-19a06e6babc5 | Help me make a STEINS;GATE introduction PPT and help me save it to /root/ppt/STEINS_GATE.pptx. | Office | {
"Steps": "1. Find materials related to making PPT\n2. make a ppt and save it to the path",
"Number of steps": "2",
"Tools": "1. ddg-search\n2. create_presentation\n3. add_slide\n4. save_presentation",
"Number of tools": "4"
} | ||
d116bda4-e70c-4ef1-ab1a-b68b4855e1bf | Read the data under /root/excel/people_data.xlsx and tell me Sophia Moore's bmi. | 20.76 | Lifestyle | {
"Steps": "1. read the excel\n2. caculate the bmi",
"Number of steps": "2",
"Tools": "1. excel_read_sheet\n2. calculate",
"Number of tools": "2"
} | |
7bda47e8-1b8b-4f1f-b67c-573a81417d36 | Introduce me to the article on arxiv 2203.12277 | Office | {
"Steps": "1. get detailed information about the paper\n2. fetch the full text of the paper\n3. write a introduction",
"Number of steps": "3",
"Tools": "1. get_paper_data\n2. fetch",
"Number of tools": "2"
} | ||
2bf318d4-754d-43f3-a1b5-cb2f50a7d144 | What are the emerging treatment strategies for head and neck cancer, write the report to /root/markdown/cancer.md? | file /root/markdown/cancer.md | Office | {
"Steps": "1. gather the information\n2. generate it a report\n3. write it to path",
"Number of steps": "3",
"Tools": "1. article_searcher\n2. trial_searcher\n3. variant_searcher\n4. write_file",
"Number of tools": "4"
} | |
1a3ffa81-d1fe-4b97-9308-3d2ae2d0d9b1 | Extract the key points of this TED talk in https://www.youtube.com/watch?v=arj7oStGLkU, organize them into a mind map, and tell me what the main content of the lecture is. | Lifestyle | {
"Steps": "1. extract transcript from the YouTube video URL\n2. write a markdown mindmap \n3. conver markdown mindmap to real mindmap\n4. summary the main content of the lecture",
"Number of steps": "4",
"Tools": "1. get_transcript\n2. convert_markdown_to_mindmap",
"Number of tools": "2"
} | ||
7180c69a-bbf2-4912-a0ca-a6345c5fe7f1 | Make a web page about the history of AI based on Wikipedia saved at /root/html/ai.html. | file /root/html/ai.html | Lifestyle | {
"Steps": "1. Summarize the history of artificial intelligence based on Wikipedia.\n2. Generate a web page about the history of artificial intelligence\n3. Save it to path",
"Number of steps": "3",
"Tools": "1. summarize_article_for_query\n2. write_file",
"Number of tools": "2"
} | |
10b5dbf7-0bac-4b25-835f-e806967ad340 | Help me arrange a three-day trip from Beijing to Tianjin tomorrow, round-trip by rail, give me a detailed timetable and include an approximate total budget. | Travel | {
"Steps": "1. get current data\n2. check the 12306 ticks\n3. arrange the trip and find the nearby places\n4. generate the report with timetable and budget",
"Number of steps": "4",
"Tools": "1. get-current-date\n2. get-station-code-of-citys\n3. get-tickets\n4. geocode_address\n5. find_nearby_places\n6. get_route... | ||
37d72d03-29ae-48d1-9a48-66c9294d82fa | Analyze the last 24h of BTC and remind me if there is anything I need to pay special attention to | Finance | {
"Steps": "1. Get the current time\n2. Get current price and 24h stats for a cryptocurrency\n3. Get detailed market analysis including top exchanges and volume distribution\n4. Generate a report",
"Number of steps": "4",
"Tools": "1. get_current_time\n2. get-crypto-price\n3. get-market-analysis",
"Number of to... | ||
e8f13600-c0c8-427e-98d3-0762ad510805 | There are three people eating in the house this week, I'm allergic to shrimp and my son doesn't eat scallions, so please help me recommend a meal plan and a rough shopping list for next week. | Shopping | {
"Steps": "1. recommend recipes based on the user's contraindications, allergens, and number of people, create a meal plan for the week and a rough shopping list",
"Number of steps": "1",
"Tools": "1. mcp_howtocook_recommendMeals",
"Number of tools": "1"
} | ||
3c65e618-2ed0-444b-b7c7-6135d3841976 | Recommend me a combination of dishes for a potluck dinner for three people and then tell me what ingredients I need to prepare in total and how each dish should be prepared | Shopping | {
"Steps": "1. Recommend a combination of dishes\n2. Get the detailed information about all dishes\n3. Write a report",
"Number of steps": "3",
"Tools": "1. mcp_howtocook_whatToEat\n2. mcp_howtocook_getRecipeById",
"Number of tools": "2"
} | ||
f2b074b5-860e-4ecf-afac-16874155dc59 | Help me find homestays in Paris, France, I want to stay tomorrow, about 3 days, one adult. | Travel | {
"Steps": "1. get the current time\n2. find the homestays in airbnb\n3. recommendations for suitable homestays",
"Number of steps": "3",
"Tools": "1. get_current_time\n2. airbnb_search",
"Number of tools": "2"
} | ||
5b2087e4-4c07-4e0d-9b2f-79514ce465f5 | I play mid lane in League of Legends and want to improve. Provide champion recommendations with optimal item builds, runes, and summoner spells. | Leisure | {
"Steps": "1. get the the analytics of champions by positions and chose some\n2. retrieves very detailed information about specific champions",
"Number of steps": "2",
"Tools": "1. lol-champion-positions-data\n2. lol-champion-analysis",
"Number of tools": "2"
} | ||
00e13e2e-07fa-4d0b-9863-e966190cffd6 | find the painting "Corridor in the Asylum" and give me some background information, | Leisure | {
"Steps": "1. Realizes that \"Corridor in the Asylum\" is located in the Metropolitan Museum of Art Collection\n2. Search for objects in the Metropolitan Museum of Art\n3. Get the detailed information",
"Number of steps": "3",
"Tools": "1. search-museum-objects\n2. get-museum-object",
"Number of tools": "2"
} | ||
3819a831-8e12-49e6-adb1-df40f512d774 | Find the latest standard iphone prices at amazon. | Shopping | {
"Steps": "1. navigate to the website through broswer\n2. fill the search box\n3. click the search button\n4. find the price ",
"Number of steps": "4",
"Tools": "1. playwright_navigate\n2. playwright_screenshot\n3. playwright_get_visible_html\n4. playwright_fill\n5. playwright_click",
"Number of tools": "5"
} | ||
fa451c3f-23c2-4b03-bcb6-60b49e3a142f | Read the paper in /root/pdf/WebArena.pdf, and find the latest papers in this area | Office | /root/pdf/WebArena.pdf | {
"Steps": "1. read the paper in path and identify the field\n2. search the arxiv to find the latest papers",
"Number of steps": "2",
"Tools": "1. document_reader\n2. search_papers",
"Number of tools": "2"
} | |
4aa079dd-9d2d-440d-a654-9ba9cb3868b0 | Read the paper webarena, mind2web and mind2web2, then create a Comparison Report in /root/markdown/compare_webagent.md | file /root/markdown/compare_webagent.md | Office | {
"Steps": "1. get the paper id in arxiv\n2. get the detailed information for these papers\n3. write a Comparison Report in markdown\n4. save it to the path",
"Number of steps": "4",
"Tools": "1. search_papers\n2. get_paper_data\n3. write_file",
"Number of tools": "3"
} | |
e023dd0e-1212-47e0-a73c-97739c78b849 | Generate a presentation on the latest Apple product information. Save it to /root/ppt/apple_news.pptx. | file /root/ppt/apple_news.pptx | Office | {
"Steps": "1. get the latest Apple product information.\n2. create the ppt according to the informatin",
"Number of steps": "2",
"Tools": "1. get-9to5mac-news\n2. create_presentation\n3. add_slide\n4. save_presentation",
"Number of tools": "4"
} | |
ef7126b3-45ad-41ab-a191-2272c644d057 | I need a daily financial brief. Fetch today's economic news, cross-reference it with relevant stock movements, and then generate a report at /root/markdown/daily_fin.md. | file /root/markdown/daily_fin.md | Finance | {
"Steps": "1. get the financial news from multiple sources\n2. check stock prices\n3. generate a daily financial brief\n4. write it to /root/markdown/daily_fin.md",
"Number of steps": "4",
"Tools": "1. get-36kr-trending\n2. get-netease-news-trending\n3. get-nytimes-news\n4. get_news\n5. get_current_stock_price\n... | |
b276e772-28b5-42fd-bb85-fd73e017fe25 | I have 9.5g gold, please estimate its value based on the current price of gold | Finance | {
"Steps": "1. get the current gold price\n2. calculate the price",
"Number of steps": "2",
"Tools": "1. get_asset_price\n2. calculate",
"Number of tools": "2"
} | ||
fab605cf-d337-4ac1-beba-b3f563eaffff | What is the current effect text of 'Sky Striker Ace = Zero', and what are its ATK and DEF? Show me the picture. | Leisure | {
"Steps": "1. get the latest card information\n2. get the picture of the card",
"Number of steps": "2",
"Tools": "1. search_cards\n2. get_card_image",
"Number of tools": "2"
} | ||
ec6f4fe5-e650-48b1-8805-285d8f52eb10 | Create a Next.js middleware that checks for a valid JWT in cookies and redirects unauthenticated users to `/login` in /root/code/middleware.ts. use context7 | file /root/code/middleware.ts | Office | {
"Steps": "1. Resolves the package name to a Context7-compatible library ID\n2. Fetches up-to-date documentation for a library using the library ID\n3. create the middleware \n4. write it to /root/code/middleware.ts",
"Number of steps": "4",
"Tools": "1. resolve-library-id\n2. get-library-docs\n3. write_file",
... | |
4d7582c4-5013-4275-9621-1e7fbb5fb0c1 | Download New York's Air Quality report from Government Data, saved at /root/csv/NY_AIR_QUALITY.csv | file /root/csv/NY_AIR_QUALITY.csv | Office | {
"Steps": "1. Search for datasets on Data.gov\n2. Get details for the specific dataset\n3. Download the file use wget",
"Number of steps": "3",
"Tools": "1. package_search\n2. package_show\n3. execute_command",
"Number of tools": "3"
} | |
83da9f72-640f-439d-861e-97b449e02da7 | Analyze the visual marketing strategy from the iPhone 16 page at https://www.apple.com/iphone-16/ and save the summary as a Markdown report to /root/markdown/iphone16_visual_strategy.md | file /root/markdown/iphone16_visual_strategy.md | Office | {
"Steps": "1. Fetches the URL and get the url list in the page\n2. Extract and analyze images from web URLs. \n3. Generate a report\n4. write it to path",
"Number of steps": "4",
"Tools": "1. fetch\n2. extract_image_from_url\n3. write_file",
"Number of tools": "3"
} | |
9a18862e-22ce-46e7-b46a-72c6f5c79b23 | Get line 10 of /root/txt/Android.txt, please note that this file is very large | 03-17 16:13:38.877 2227 2227 D TextView: mVisiblity.getValue is false | Office | {
"Steps": "1. locate the 10th line in the file",
"Number of steps": "1",
"Tools": "1. get_text_file_contents",
"Number of tools": "1"
} | |
de75630e-b91e-4cc7-85b1-5d02c2455392 | I'm looking at a PR and need to know if these libs are outdated. com.fasterxml.jackson.core:jackson-databind:2.13.4, org.apache.poi:poi-ooxml:5.2.0, and com.google.guava:guava:30.1-jre. What are the latest versions for each? | Office | {
"Steps": "1. check the versions",
"Number of steps": "1",
"Tools": "1. get_maven_latest_version",
"Number of tools": "1"
} | ||
cf1fca1e-8e56-4b26-ae34-dfdb1d982080 | Analyze and compare echarts-for-react, react-chartjs-2, and Tremor. It's for a FinTech app, so my top priorities are a deep security scan of all dependencies and performance, especially bundle size. Give me a comparison table and a final recommendation in a markdown report in /root/markdown/package_compare.md. | file /root/markdown/package_compare.md | Office | {
"Steps": "1. prepare all information about these package\n2. write a markdown report to compare them\n3. save it to path",
"Number of steps": "3",
"Tools": "1. npmDeps\n2. npmSize\n3. npmCompare\n4. write_file",
"Number of tools": "4"
} | |
1ef11556-37d6-4585-b4b2-cf2f782141e6 | Read all the articles in the /root/pdf/embodied_ai_papers directory. Compare their similarities and differences, then write a report summarizing your analysis. Save the final report as a Markdown file at /root/markdown/embodied_ai_report.md. | file /root/markdown/embodied_ai_report.md | Office | /root/pdf/embodied_ai_papers | {
"Steps": "1. list directory\n2. read all pdf\n3. write a summary report\n4. save it to the path",
"Number of steps": "4",
"Tools": "1. list_directory\n2. read_pdf\n3. write_file",
"Number of tools": "3"
} |
fbe982c3-4142-40ec-8541-e06d7ab2e399 | I need a Word document summarizing NIO. Please title it 'NIO Company Overview' and include three headed sections: a brief introduction from Wikipedia, three major news updates from the last quarter as bullet points, and a list of their main vehicle models. Finally, save it in /root/word/nio.docx | file /root/word/nio.docx | Office | {
"Steps": "1. get the wikipedia about NIO\n2. get news about NIO\n3. create a word document\n4. write the content to the word document",
"Number of steps": "4",
"Tools": "1. search_wikipedia\n2. get-36kr-trending\n3. create_document\n4. add_paragraph",
"Number of tools": "4"
} | |
470f7ac1-f573-4fec-8990-97f578749f78 | How are Samsung Electronics and SK Hynix doing today? I need their current stock prices, the daily percentage change for each, and can you also calculate their current market capitalization? | Finance | {
"Steps": "1. get current time\n2. get current stock prices for both\n3. calculate the daily percentage change\n4. get market capitalization",
"Number of steps": "4",
"Tools": "1. get_current_time\n2. get_stock_ohlcv\n3. get_stock_market_cap\n4. calculate",
"Number of tools": "4"
} | ||
a93169d7-af1f-43f4-b595-1b5db07aa7d5 | Tell me about the repository details in the /root/git directory | Office | {
"Steps": "1. check the status of the repository\n2. check the log of git\n3. tell the information",
"Number of steps": "3",
"Tools": "1. git_status\n2. git_log",
"Number of tools": "2"
} | ||
29fa007d-5caf-41a0-b107-e9388305c6c5 | I just pulled Jiyan and want to build a team around him as my main DPS. Can you recommend a good starter team for me? I need a sub-DPS/buffer and a healer/survivor. Also, what's his best Echo set and main Echo, and please explain why. | Leisure | {
"Steps": "1. get the information about Jiyan \n2. get the information about Echo set\n3. write a report to explain",
"Number of steps": "3",
"Tools": "1. get_character_info\n2. get_artifact_info",
"Number of tools": "2"
} | ||
90098a9c-2a37-4655-82b1-6b58c5154660 | I'm using shadcn/ui to build a 'create post' page. I have two input fields, one for the title and one for the content. I want the 'Publish' button at the bottom to be disabled if either the title or content is empty. It should only become clickable when both fields are filled. How can I achieve this? Please provide a c... | file /root/code/shadcn_ui.ts | Office | {
"Steps": "1. search for shadcn/ui components by keyword\n2. get detailed information about a specific shadcn/ui component\n3. write the code\n4. save it to path",
"Number of steps": "4",
"Tools": "1. search_components\n2. get_component_details\n3. write_file",
"Number of tools": "3"
} | |
17a4aef0-bb60-47b1-9b47-3686bca29db3 | Generate a well-formatted PDF report in /root/pdf/douban_report.pdf, summarizing current douban trends. | file /root/pdf/douban_report.pdf | Leisure | {
"Steps": "1. Getting the current trends in douban\n2. Create a word document.\n3. Write the word document.\n4. Convert word document to pdf.",
"Number of steps": "4",
"Tools": "1. get-douban-rank\n2. create_document\n3. add_paragraph\n4. convert_to_pdf",
"Number of tools": "4"
} | |
6265fd4a-a790-4be1-9806-d27b69bc6468 | Help me recommend some consumer electronics that are worth buying these days. | Shopping | {
"Steps": "1. collect the treendings in consumer electronics\n2. write a report",
"Number of steps": "2",
"Tools": "1. get-ifanr-news\n2. get-smzdm-rank",
"Number of tools": "2"
} | ||
5c19a347-7423-47e1-b8e1-dba01860bc1a | Find the latest research paper in the web agents. Identify the best one, read the full text, and then tell me its main motivation, the methodology it employs, and its key results. | Office | {
"Steps": "1. Search for papers on arXiv\n2. Identify the best one\n3. Donwnload the best one\n4. Read the full content of the paper\n5. Generate a report",
"Number of steps": "5",
"Tools": "1. search_papers\n2. download_paper\n3. read_paper",
"Number of tools": "3"
} | ||
2f8db365-6b8b-4188-8812-4efcf91a40bd | Recommend a gaming PC build for playing the latest Call of Duty, along with an approximate budget. | Shopping | {
"Steps": "1. Find recommended configurations for the latest COD\n2. Check the prices at shopping sites like amazon\n3. Write a report to tell user",
"Number of steps": "3",
"Tools": "1. search_wikipedia\n2. playwright_navigate\n3. playwright_get_visible_html\n4. playwright_fill\n5. playwright_click",
"Number ... | ||
3a5cfe49-72e3-48ec-885a-39d62f8f1904 | What does this base64 image mean?
iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAN1wAADdcBQiibeAAAABl0RVh0U29mdHdhcmUAd3d3Lmlua3NjYXBlLm9yZ5vuPBoAACAASURBVHic7d132GVVef7x78MwA9KkSxEbVhCQoqCgiIIBRSOgIFgSsUVjbAnGEo09iT9NVDR2jRqxYkFQ7IKiFBEQAbEFFQUUFaS3eX5/7IMMw5T3nbPPefbe5/u5rnPNiHD2fenwrn... | edge browser | Leisure | {
"Steps": "1. Decoding the base64\n2. Describe the image",
"Number of steps": "2",
"Tools": "1. extract_image_from_base64",
"Number of tools": "1"
} | |
04282571-1610-4436-9888-4cffecc6d92e | Plan a bike route from UCAS Zhongguancun Campus to UCAS Yanqihu Campus, including an estimated travel time. | Travel | {
"Steps": "1. Convert places to geographic coordinates\n2. Calculate detailed route directions between two geographic points.\n3. Generate a report",
"Number of steps": "3",
"Tools": "1. geocode_address\n2. get_route_directions\n3. reverse_geocode",
"Number of tools": "3"
} | ||
086e2393-dc1a-4c55-bf54-1e9a94951db7 | Read the file /root/word/exchange.docx, tell me who did not give a gift | Fred | Leisure | /root/word/exchange.docx | {
"Steps": "1. open the word document\n2. answer the question",
"Number of steps": "2",
"Tools": "1. get_document_text",
"Number of tools": "1"
} |
507f592a-f21f-45f6-bbde-dadb86441791 | Read the customer information in /root/csv/customers-100.csv and tell me Sheryl Meyers's email address | mariokhan@ryan-pope.org | Office | {
"Steps": "1. read the file\n2. find the information about Sheryl Meyers",
"Number of steps": "2",
"Tools": "1. document_reader",
"Number of tools": "1"
} | |
b6281fad-0da4-4fd4-b669-7e4ff9083a82 | I have 18.9g silver, please estimate its value based on the current price | Shopping | {
"Steps": "1. get the current silver price\n2. calculate the price",
"Number of steps": "2",
"Tools": "1. get_asset_price\n2. calculate",
"Number of tools": "2"
} | ||
ea6e95fa-2791-4f66-b897-2244a17f9b51 | Help me find the top 5 best selling gpus from amazon and tell me the links directly. | Shopping | {
"Steps": "1. navigate to the website through broswer\n2. fill the search box\n3. click the search button\n4. find the link",
"Number of steps": "4",
"Tools": "1. playwright_navigate\n2. playwright_screenshot\n3. playwright_get_visible_html\n4. playwright_fill\n5. playwright_click",
"Number of tools": "4"
} | ||
71a7a42a-54af-4552-ad9b-d36f4912cc1c | Convert the reference list in /root/txt/paper_list.bib into a Word document. Please use APA formatting and save the final file at /root/word/paper_list.docx. | file /root/word/paper_list.docx | Office | /root/txt/paper_list.bib | {
"Steps": "1. open the /root/txt/paper_list.bib\n2. convert them to APA format\n3. create a word document\n4. open and write to word document",
"Number of steps": "4",
"Tools": "1. read_file\n2. create_document\n3. open_document\n4. add_paragraph",
"Number of tools": "4"
} |
9bc7feb8-2db9-4c5b-8ad9-44ff15748bf6 | Provide a foundational overview of Convolutional Neural Networks (CNNs), referencing Wikipedia. Generate a simple CNN example as a Python script and save it to /root/code/cnn_example.py. | file /root/code/cnn_example.py | Lifestyle | {
"Steps": "1. get the information from wiki about cnn\n2. write a code example of cnn\n3. write it to path",
"Number of steps": "3",
"Tools": "1. search_wikipedia\n2. write_file",
"Number of tools": "2"
} | |
8f26fc1a-fdaa-4e7a-ae53-7b4cacb15334 | My office is located at Jin Mao Tower, 88 Century Avenue, Pudong New Area, Shanghai.
I'm looking at a potential apartment in the Nanjing West Road area, specifically let's say near 'Nanjing West Road 2-68, Huangpu District, Shanghai'.
Could you please run a detailed commute analysis for me? I need to compare three diff... | Travel | {
"Steps": "1. Convert an address or place name to geographic coordinates with detailed location information.\n2. Perform a detailed commute analysis between home and work locations.",
"Number of steps": "2",
"Tools": "1. geocode_address\n2. analyze_commute",
"Number of tools": "2"
} | ||
b84fbf2e-2e19-4cc4-ab86-8a32bd0d33ed | I'm considering relocating to New York City and need a comprehensive understanding of a potential neighborhood's livability. Please generate a detailed analysis for the area surrounding 72nd Street and 5th Avenue, Manhattan. Focus on a 1000-meter radius to assess the quality of life. I'm particularly interested in the ... | Travel | {
"Steps": "1. Convert an address or place name to geographic coordinates with detailed location information.\n2. Generate a comprehensive neighborhood analysis focused on livability factors.",
"Number of steps": "2",
"Tools": "1. geocode_address\n2. analyze_neighborhood",
"Number of tools": "2"
} | ||
41899b5b-b6db-48b1-9899-334452904a12 | I'm considering doing some initial research on a potential investment in the Korean market. Could you help me gather comprehensive data for Hyundai Motor Company. | Finance | {
"Steps": "1. get official ticker symbol and full name on KOSPI/KOSDAQ.\n2. get key fundamental ratios: P/E Ratio (PER), P/B Ratio (PBR), and Dividend Yield.\n3. write a report",
"Number of steps": "3",
"Tools": "1. load_all_tickers\n2. get_stock_fundamental",
"Number of tools": "2"
} | ||
e28e8dcb-3ccb-406d-a2c7-f5670d649979 | Help me view recent finance-related news, categorize financial news by sentiment, and extract key entities (companies, people, products) and important financial events. | Finance | {
"Steps": "1. get finance-related news\n2. categorize financial news\n3. extract key entities and events",
"Number of steps": "3",
"Tools": "1. get-36kr-trending\n2. get-bbc-news\n3. get-nytimes-news",
"Number of tools": "3"
} | ||
c4d6c051-e2d4-4f52-b897-e945f402b858 | Based on the current Fear & Greed Index and recent news, do you think it's a good time to take the plunge? | Finance | {
"Steps": "1. get current Fear & Greed Index\n2. get news\n3. write a answer",
"Number of steps": "3",
"Tools": "1. get_cnn_fear_greed_index\n2. get-bbc-news",
"Number of tools": "2"
} | ||
ab11def3-6727-4521-ae9b-2ffc6ae5b938 | Any recent negative news about Bitcoin? Also, tell me how the Crypto Fear & Greed Index has changed over the past three days. | Finance | {
"Steps": "1. get recent news about Bitcoin\n2. get Fear & Greed Index data past three days.\n3. write a report about finds",
"Number of steps": "3",
"Tools": "1. get-bbc-news\n2. get_crypto_fear_greed_index",
"Number of tools": "2"
} | ||
1f6a6db5-05b5-4a8d-a6ef-fbb5d823ad1d | I plan to go to Shinjuku Gyoen from Tokyo Tower and then find a highly rated Japanese restaurant nearby for lunch. Give me restaurant recommendations and tell me how to get there. | Travel | {
"Steps": "1. Convert addresses to geographic coordinates.\n2. Search for restaurant within a defined geographic area.\n3. Get route directions between two geographic points.\n4. Write the report.",
"Number of steps": "4",
"Tools": "1. geocode_address\n2. search_category\n3. get_route_directions\n4. reverse_geoc... | ||
cab818f4-ee48-440b-a37e-564c4edf401a | What's the weather like in Beijing in the last few days? Give me some advice on what to wear! | Lifestyle | {
"Steps": "1. Get current weather and forecast for Beijing\n2. write the answer",
"Number of steps": "2",
"Tools": "1. get_weather",
"Number of tools": "1"
} | ||
31086c2d-e183-42c3-9ee7-7c1278c4317f | What files are in my /root/music folder? | mixkit-retro-game-emergency-alarm-1000.wav | Lifestyle | /root/music | {
"Steps": "1. list the dir",
"Number of steps": "1",
"Tools": "1. list_directory",
"Number of tools": "1"
} |
cf6ea2ca-5011-46ec-96a6-a15c46178de9 | Tell me what's the big news in AI today. | Lifestyle | {
"Steps": "1. get news about ai",
"Number of steps": "1",
"Tools": "1. get-juejin-article-rank\n2. getStories\n3. get-infoq-news",
"Number of tools": "3"
} | ||
2293b5eb-3af1-4f5f-9eaf-138c27885544 | Give me a two-day tour of Beijing based on the recent weather, and my hotel is in the Haidian District | Travel | {
"Steps": "1. get the weather of beijing in next two days\n2. Convert the address to geographic coordinates \n3. find points of interest and amenities near haidian.\n4. determine travel plans based on weather conditions",
"Number of steps": "4",
"Tools": "1. get_weather_by_city\n2. geocode_address\n3. find_nearb... | ||
84326f9f-d4b7-4dc8-b9e0-3c8868a3f79f | Read the comments on hacker news story 44490510 and help me summarize the views in the comments. | Lifestyle | {
"Steps": "1. get the comments in story 44490510 \n2. summarize the comments",
"Number of steps": "2",
"Tools": "1. getStoryWithComments",
"Number of tools": "1"
} | ||
d1ea5598-27d2-4a21-ae9d-be30ec099ee3 | Get today's bbc news, reserved for finance related content. | Finance | {
"Steps": "1. get bbc news today\n2. filter the content",
"Number of steps": "2",
"Tools": "1. get-bbc-news",
"Number of tools": "1"
} | ||
15aa8d9b-330c-48eb-9b2a-e732f85021aa | I want to buy a 34-inch curved monitor, please help me recommend some items with prices and links to buy. | Shopping | {
"Steps": "1. go to the shopping website like amazon\n2. search for the 34-inch curved monitor\n3. write a report about findings",
"Number of steps": "3",
"Tools": "1. playwright_navigate\n2. playwright_click\n3. playwright_fill\n4. playwright_get_visible_html",
"Number of tools": "3"
} | ||
665e1166-1062-444f-81e3-df207d0f975b | Read the Wikipedia article on Llullaillaco, which briefly describes the content of this article, saved to /root/markdown/Llullaillaco.md | Lifestyle | {
"Steps": "1. get the article\n2. summary the article\n3. write it to path",
"Number of steps": "3",
"Tools": "1. get_article\n2. write_file",
"Number of tools": "2"
} | ||
49cdaab7-39f0-4556-a3bb-7bd523916b32 | We have organized an online raffle with the following list of participants: [‘Alice’, ‘Bob’, ‘Charlie’, ‘David’, ‘Eve’]. Please choose one lucky winner at random from this list. | Leisure | {
"Steps": "1. must use random tool to avoid bias",
"Number of steps": "1",
"Tools": "1. random_sample",
"Number of tools": "1"
} | ||
423f89ba-be77-4f93-99d7-936548513eef | Help me create an example word that needs to have headings, tables, body, footnotes and insert clock.png under /root/picture and save it in /root/word/example.docx | file /root/word/example.docx | Office | /root/picture/clock.png | {
"Steps": "1. create the word document\n2. Add a heading, a table, a paragraph and a footnote \n3. Insert the image",
"Number of steps": "3",
"Tools": "1. create_document\n2. add_heading\n3. add_table\n4. add_paragraph\n5. add_footnote_to_document\n6. add_picture",
"Number of tools": "6"
} |
36d95b6f-8cc6-40d0-bb64-77d3fa162f8d | I received an email from amaz0n.com asking me to click on a link to enter my account information. Is this site official for Amazon? | Lifestyle | {
"Steps": "1. Looksup whois information about the domain\n2. Answer this question based on information",
"Number of steps": "2",
"Tools": "1. whois_domain",
"Number of tools": "1"
} | ||
2e190c2a-8aab-44e1-896d-671cb3fcc495 | What are the changes in my log files /root/txt/log_today.txt and /root/txt/log_yesterday.txt, help me to find out all the different lines which contain 'ERROR' ? | [ERROR] Database connection failed. | Office | /root/txt/log_today.txt, /root/txt/log_yesterday.txt | {
"Steps": "1. Compare two text files and show differences\n2. Find different lines which contain 'ERROR'",
"Number of steps": "2",
"Tools": "1. text_diff",
"Number of tools": "1"
} |
80bb6782-58c0-4d5e-9022-5173be685833 | My after-tax income last month was 15,000 CNY, and my main expenses were 3,000 CNY for rent, 2,500 CNY for meals, 500 CNY for transportation, and 1,200 CNY for shopping. Please help me calculate what my balance was last month. And visualize these data in a pie chart. Also, please take the current exchange rate of RMB t... | Finance | {
"Steps": "1. calculate balance \n2. draw the pie chart\n3. get exchange rate \n4. convert the balance in USD",
"Number of steps": "4",
"Tools": "1. generate_pie_chart\n2. exchange_rate",
"Number of tools": "2"
} | ||
39c4c9fc-9074-474a-850f-4b088d499d8c | Tell me the price of nvidia's stock right now. | Finance | {
"Steps": "1. Get the name of the nvidia stock\n2. Get the price of NVDA",
"Number of steps": "2",
"Tools": "1. get_ticker_info",
"Number of tools": "1"
} | ||
4cbd9682-cce7-444e-a878-36283a865b2a | I am writing a popular science article on ‘Causes of the Fall of the Roman Empire’. Please help me to list at least three main causes that are generally recognized by historians and find one authoritative reference for each. Finally, organize all this information into a structured document and save it to /root/markdown... | file /root/markdown/Rome.md | Office | {
"Steps": "1. List at least three main causes that are generally recognized by historians\n2. Search wiki to find references\n3. Write the article\n4. Save it to /root/markdown/Rome.md\n",
"Number of steps": "4",
"Tools": "1. duckduckgo_web_search\n2. search_wikipedia\n3. get_article",
"Number of tools": "3"... | |
0dafdf66-af3a-4110-ab79-d9c037f7bc62 | Find the earliest available high-speed train from Beijing South to Shanghai South for tomorrow. What's the departure time and ticket price? | Travel | {
"Steps": "1. get the station codes\n2. check available tickets",
"Number of steps": "2",
"Tools": "1. get-station-code-by-names\n2. get-tickets",
"Number of tools": "2"
} | ||
614189f6-b70d-4144-87ad-f27209f0ec14 | What's on the zhihu and bilibili trendings today? Help me recommend something tech related! | Lifestyle | {
"Steps": "1. get trendings for both sites\n2. filter the trendings",
"Number of steps": "2",
"Tools": "1. get-bilibili-rank\n2. get-zhihu-trending",
"Number of tools": "2"
} | ||
ffd5f6fb-051c-4c0f-9b82-90038b4cdb84 | I need you to pull up the Chinese almanac and find me the best dates to get married in the near future. Give me a list of the most auspicious Gregorian dates for a wedding in the next months. | Leisure | {
"Steps": "1. get current time\n2. get almanac ",
"Number of steps": "2",
"Tools": "1. get_current_time\n2. getChineseCalendar",
"Number of tools": "2"
} | ||
b050f277-0a92-4cfc-933b-5f01430e77dd | Convert /root/word/CV.docx and /root/word/Report_Card.docx to PDF, merge the two resulting files, and save the final combined document as /root/pdf/full_cv.pdf. | file /root/pdf/full_cv.pdf | Office | {
"Steps": "1. convert two documents to two separate pdf\n2. merge them into a single document",
"Number of steps": "2",
"Tools": "1. docx_to_pdf\n2. pdf_merger",
"Number of tools": "2"
} | |
38c156c5-ff2c-4cf4-9a23-984d761b8bcb | Help me do a full investment analysis on Nvidia's stock | Finance | {
"Steps": "1. Get the stock prices for one month\n2. Get cashflow, income statement \n3. Get news\n4. make a report",
"Number of steps": "4",
"Tools": "1. get_stock_price_date_range\n2. get_income_statement\n3. get_cashflow\n4. get_news",
"Number of tools": "4"
} |
LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?
Benchmarking the agent in real-world tasks within a large-scale MCP toolset.
🌐 Website | 📄 Paper | 💻 Code | 🏆 Leaderboard | 🙏 Citation
Dataset Description
LiveMCPBench is the first comprehensive benchmark designed to evaluate LLM agents at scale across diverse Model Context Protocol (MCP) servers. It comprises 95 real-world tasks grounded in the MCP ecosystem, challenging agents to effectively use various tools in daily scenarios within complex, tool-rich, and dynamic environments. To support scalable and reproducible evaluation, LiveMCPBench is complemented by LiveMCPTool (a diverse collection of 70 MCP servers and 527 tools) and LiveMCPEval (an LLM-as-a-Judge framework that enables automated and adaptive evaluation). The benchmark offers a unified framework for benchmarking LLM agents in realistic, tool-rich, and dynamic MCP environments, laying a solid foundation for scalable and reproducible research on agent capabilities.
Dataset Structure
The dataset consists of tasks.json, which contains the 95 real-world tasks used for benchmarking LLM agents.
Sample Usage
You can load the dataset using the Hugging Face datasets library:
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("ICIP/LiveMCPBench")
# Print the dataset structure
print(dataset)
# Access an example from the test split
print(dataset["test"][0])
Citation
If you find this project helpful, please use the following to cite it:
@misc{mo2025livemcpbenchagentsnavigateocean,
title={LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?},
author={Guozhao Mo and Wenliang Zhong and Jiawei Chen and Xuanang Chen and Yaojie Lu and Hongyu Lin and Ben He and Xianpei Han and Le Sun},
year={2025},
eprint={2508.01780},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2508.01780},
}
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