Datasets:

stindardlogic
/

mcp-tool-traces-v2

id string	task string	servers_used list	num_steps int64	messages list	metadata dict
8350a6782400	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
6d8de7b0068a	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
dd48ed559e13	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
103aee1c1b70	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
911c9071fdf5	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c8e11be9b0f4	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
a925da2a506a	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
59779ab5cb9c	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
2b14916c51b7	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
eba94b910d16	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c711aec8b27c	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
ad87b5524be7	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
e43eba5d430f	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
ab0e7efc4cf8	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
4057cafd9466	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c7207fb53581	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
640d072f4b4c	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
670a4f05d7b7	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
3f3be154727f	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
7a516c6b3655	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
49972e997318	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
8727df847bf6	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
0260a56d0601	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
570fa6504f20	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
0d03955ff63c	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
ded69db65928	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
430cff55da83	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
8955e3ff76b3	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
2fb9aa216782	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
26851b2063fc	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
89ca0a5700b1	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
25617bc8926b	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
fe28e5579d89	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
b6c872deb347	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
80bbfdd1b787	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
b8f2f39cf2ad	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
1862865654b8	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
06d3ed4d2fad	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
bdb143e0640f	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
90ca3f7a1a98	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
91c0aba9397b	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
95d83cf3b5d8	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
a0d9cae50f27	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
7afabf0553d3	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
aa208851701a	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
eae01f202936	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
6e4d1cd7234e	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
3fe6c685032a	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
e8e0fbae038e	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
48be43ee61e4	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
6fcaefb23520	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
58727905bf44	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
ddc714cbc054	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
8db277f7878c	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c4d7f502b285	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
eb1c524f7a79	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
1f6011ac873d	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
59f2924fe7d0	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
6a7e4bc165e0	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
6a4d5252e82a	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
28259dd29a91	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
86fc9f832919	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
8985818d34d4	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
0e4d135b3060	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
9a6195ee4670	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
5ced96c94319	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
d1933fdac09a	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
4031c34b45ac	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
f54676d82d2d	Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel.	[ "notion", "slack" ]	3	[ { "role": "user", "content": "Search our Notion workspace for Q3 OKRs and post a summary to the #strategy Slack channel." }, { "role": "assistant", "content": "<thinking>Two-step: find the Q3 OKR document in Notion, then post a summary to Slack.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
1f2ab1ac1b15	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
a51f70c87ab2	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
a8a7dc4d36fd	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c769129d287c	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
adfd79fa7062	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
02940b3a63c7	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
fd290d8d7a58	Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes.	[ "filesystem", "github" ]	2	[ { "role": "user", "content": "Find all files in the repo modified in the last 7 days and create a GitHub issue summarizing recent changes." }, { "role": "assistant", "content": "<thinking>I'll search the filesystem for recently modified files, then create a GitHub issue with the summary.</thinki...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
d7e705c4b14c	Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one.	[ "github", "linear" ]	3	[ { "role": "user", "content": "Check our GitHub repo for open issues labeled 'bug' and create a Linear ticket for the most critical one." }, { "role": "assistant", "content": "<thinking>I need to: 1) List GitHub issues with the 'bug' label, 2) Identify the most critical, 3) Create a corresponding...	{ "server_count": 2, "tool_calls": 3, "multi_server": true }
e0660c9b320a	Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3.	[ "postgres", "aws_s3" ]	2	[ { "role": "user", "content": "Query our PostgreSQL database for monthly active users, then save the results as a CSV to S3." }, { "role": "assistant", "content": "<thinking>Need to: 1) Query the DB for MAU data, 2) Format as CSV, 3) Upload to S3.</thinking>" }, { "role": "assistant", ...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }
c70dd7c02902	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
c98ce19be3dc	Find all Python files in the project that import 'requests' and count them.	[ "filesystem" ]	2	[ { "role": "user", "content": "Find all Python files in the project that import 'requests' and count them." }, { "role": "assistant", "content": "<thinking>I need to search the filesystem for Python files containing 'import requests'. I'll use search_files to find .py files with that pattern.</th...	{ "server_count": 1, "tool_calls": 2, "multi_server": false }
5aa98f6ffaaa	Search for best practices for React performance optimization and save key findings to a new Notion page.	[ "brave_search", "notion" ]	2	[ { "role": "user", "content": "Search for best practices for React performance optimization and save key findings to a new Notion page." }, { "role": "assistant", "content": "<thinking>Web search first, then create a structured Notion page with the findings.</thinking>" }, { "role": "assi...	{ "server_count": 2, "tool_calls": 2, "multi_server": true }

End of preview. Expand in Data Studio

MCP Tool Traces v2 (2K)

Realistic Model Context Protocol (MCP) tool traces with explicit reasoning chains and multi-server orchestration.

What is MCP?

Model Context Protocol is Anthropic's open standard for connecting LLMs to external tools and data sources. MCP servers expose tools that AI assistants can call to interact with filesystems, databases, APIs, and services.

Dataset Description

2,000 traces across 8 real-world MCP servers:

Server	Real-world equivalent	Traces
`filesystem`	Local/remote file system	~677
`github`	GitHub API	~692
`notion`	Notion workspace	~612
`postgres`	PostgreSQL database	~361
`aws_s3`	AWS S3 storage	~361
`linear`	Linear project management	~350
`slack`	Slack messaging	~331
`brave_search`	Brave Search API	~281

83% of traces are multi-server (agent orchestrates 2 different MCP servers to complete a task).

Format

Each trace shows the full agent reasoning + tool interaction loop:

{
  "id": "abc123",
  "task": "Search Notion for Q3 OKRs and post summary to #strategy Slack",
  "servers_used": ["notion", "slack"],
  "num_steps": 3,
  "messages": [
    {"role": "user", "content": "..."},
    {"role": "assistant", "content": "<thinking>...</thinking>"},
    {
      "role": "assistant",
      "content": "[notion:search_pages] Searching for Q3 OKR document",
      "tool_call": {"server": "notion", "tool": "search_pages", "input": {...}}
    },
    {"role": "tool", "server": "notion", "tool": "search_pages", "output": {...}},
    ...
    {"role": "assistant", "content": "Done! Found Q3 OKRs and posted to #strategy..."}
  ],
  "metadata": {"server_count": 2, "tool_calls": 3, "multi_server": true}
}

Use Case

Train LLMs to orchestrate multiple MCP servers
Teach agents to reason about which server/tool to use
Benchmark MCP-aware agents
Show thinking → tool-call → result → next-step patterns

Compared to v1

mcp-tool-traces (v1) had minimal variety and no multi-server traces. v2 adds:

8 realistic MCP servers (vs. 2 in v1)
Explicit reasoning per step
Multi-server orchestration (83% of traces)
<thinking> blocks showing agent deliberation

License

Apache 2.0

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