prompt stringlengths 14 69 | kind stringclasses 1
value | category stringclasses 7
values | tool stringclasses 18
values | target stringlengths 34 78 |
|---|---|---|---|---|
Go through the contents of assets/icons. | tool | ctx_analyze | list_dir | {"arguments":{"path":"assets/icons"},"name":"list_dir"} |
Can you check the page https://docs.product.com/guide? | tool | ctx_check | open_url | {"arguments":{"url":"https://docs.product.com/guide"},"name":"open_url"} |
Go ahead and write the summary to logs/run.log. | tool | ctx_write | write_file | {"arguments":{"path":"logs/run.log"},"name":"write_file"} |
Run 'sum(range(8))' in Python. | tool | ctx_run | run_python | {"arguments":{"code":"sum(range(8))"},"name":"run_python"} |
Please write 'deploy is done' to Slack. | tool | ctx_write | slack_send | {"arguments":{"message":"deploy is done"},"name":"slack_send"} |
Search for files named '**/*.java'. | tool | ctx_search | find_files | {"arguments":{"pattern":"**/*.java"},"name":"find_files"} |
Please write the results out to logs/run.log. | tool | ctx_write | write_file | {"arguments":{"path":"logs/run.log"},"name":"write_file"} |
Read status.host.io/incidents. | tool | ctx_analyze | open_url | {"arguments":{"url":"status.host.io/incidents"},"name":"open_url"} |
Go get a copy of files.depot.dev/report.pdf onto disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"files.depot.dev/report.pdf"},"name":"download_file"} |
Check the JSON from api.shop.co/v2/items. | tool | ctx_analyze | http_request | {"arguments":{"url":"api.shop.co/v2/items"},"name":"http_request"} |
Summarize the API response from api.blog.dev/posts. | tool | ctx_analyze | http_request | {"arguments":{"url":"api.blog.dev/posts"},"name":"http_request"} |
Open up 'Slack'. | tool | ctx_open | open_app | {"arguments":{"name":"Slack"},"name":"open_app"} |
Please write 'this week's wins' to my notes. | tool | ctx_write | notion_write | {"arguments":{"content":"this week's wins"},"name":"notion_write"} |
Please fetch me some information on winter running shoes. | tool | ctx_fetch | web_search | {"arguments":{"query":"winter running shoes"},"name":"web_search"} |
Check status.host.io/incidents. | tool | ctx_check | open_url | {"arguments":{"url":"status.host.io/incidents"},"name":"open_url"} |
Can you search for cheap flights to Lisbon? | tool | ctx_search | web_search | {"arguments":{"query":"cheap flights to Lisbon"},"name":"web_search"} |
Check https://docs.product.com/guide. | tool | ctx_check | open_url | {"arguments":{"url":"https://docs.product.com/guide"},"name":"open_url"} |
I need you to search for files named 'test_*.py'. | tool | ctx_search | find_files | {"arguments":{"pattern":"test_*.py"},"name":"find_files"} |
Can you search for 'MAX_BUFFER' in the files? | tool | ctx_search | grep_search | {"arguments":{"pattern":"MAX_BUFFER"},"name":"grep_search"} |
Fetch me info about cheap flights to Lisbon. | tool | ctx_fetch | web_search | {"arguments":{"query":"cheap flights to Lisbon"},"name":"web_search"} |
Get the API response at api.shop.co/v2/items. | tool | ctx_fetch | http_request | {"arguments":{"url":"api.shop.co/v2/items"},"name":"http_request"} |
Can you get me info about cheap flights to Lisbon? | tool | ctx_fetch | web_search | {"arguments":{"query":"cheap flights to Lisbon"},"name":"web_search"} |
Review what's inside notebooks. | tool | ctx_analyze | list_dir | {"arguments":{"path":"notebooks"},"name":"list_dir"} |
Can you write 'demo went well' to Slack? | tool | ctx_write | slack_send | {"arguments":{"message":"demo went well"},"name":"slack_send"} |
Open the 'Terminal' app. | tool | ctx_open | open_app | {"arguments":{"name":"Terminal"},"name":"open_app"} |
Fetch the JSON from api.shop.co/v2/items. | tool | ctx_fetch | http_request | {"arguments":{"url":"api.shop.co/v2/items"},"name":"http_request"} |
Run a search for 'parse_headers' in the codebase. | tool | ctx_search | grep_search | {"arguments":{"pattern":"parse_headers"},"name":"grep_search"} |
Write the summary to logs/run.log. | tool | ctx_write | write_file | {"arguments":{"path":"logs/run.log"},"name":"write_file"} |
Go ahead and write 'q3 planning draft' to my Notion page. | tool | ctx_write | notion_write | {"arguments":{"content":"q3 planning draft"},"name":"notion_write"} |
Write 'meeting moved to 3pm' in the #dev channel. | tool | ctx_write | slack_send | {"arguments":{"message":"meeting moved to 3pm"},"name":"slack_send"} |
Check the file src/utils.py. | tool | ctx_analyze | read_file | {"arguments":{"path":"src/utils.py"},"name":"read_file"} |
Check the weather in Vienna. | tool | ctx_check | get_weather | {"arguments":{"city":"Vienna"},"name":"get_weather"} |
Open the page https://acme.io/blog. | tool | ctx_open | open_url | {"arguments":{"url":"https://acme.io/blog"},"name":"open_url"} |
Please write 'q3 planning draft' to my notes. | tool | ctx_write | notion_write | {"arguments":{"content":"q3 planning draft"},"name":"notion_write"} |
Check the forecast for Vienna real quick. | tool | ctx_check | get_weather | {"arguments":{"city":"Vienna"},"name":"get_weather"} |
Look at the JSON from api.blog.dev/posts. | tool | ctx_analyze | http_request | {"arguments":{"url":"api.blog.dev/posts"},"name":"http_request"} |
Analyze what a GET to https://data.portal.app/metrics returns. | tool | ctx_analyze | http_request | {"arguments":{"url":"https://data.portal.app/metrics"},"name":"http_request"} |
Can you write 'this week's wins' to my notes? | tool | ctx_write | notion_write | {"arguments":{"content":"this week's wins"},"name":"notion_write"} |
Please run the command 'kubectl get pods'. | tool | ctx_run | run_command | {"arguments":{"command":"kubectl get pods"},"name":"run_command"} |
Take a look at the assets/icons directory. | tool | ctx_analyze | list_dir | {"arguments":{"path":"assets/icons"},"name":"list_dir"} |
Open status.host.io/incidents. | tool | ctx_open | open_url | {"arguments":{"url":"status.host.io/incidents"},"name":"open_url"} |
Can you check the diff? | tool | ctx_check | git_diff | {"arguments":{},"name":"git_diff"} |
Can you check the page https://portal.app/changelog? | tool | ctx_check | open_url | {"arguments":{"url":"https://portal.app/changelog"},"name":"open_url"} |
Check on the page news.site.org/today. | tool | ctx_check | open_url | {"arguments":{"url":"news.site.org/today"},"name":"open_url"} |
Go ahead and open https://docs.product.com/guide. | tool | ctx_open | open_url | {"arguments":{"url":"https://docs.product.com/guide"},"name":"open_url"} |
Please fetch the API response at https://api.service.dev/orders. | tool | ctx_fetch | http_request | {"arguments":{"url":"https://api.service.dev/orders"},"name":"http_request"} |
Please run the tests. | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Check the diff real quick. | tool | ctx_check | git_diff | {"arguments":{},"name":"git_diff"} |
Check on git status. | tool | ctx_check | git_status | {"arguments":{},"name":"git_status"} |
Check README.md. | tool | ctx_analyze | read_file | {"arguments":{"path":"README.md"},"name":"read_file"} |
Go get mirror.host.dev/tool.deb and save it to disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"mirror.host.dev/tool.deb"},"name":"download_file"} |
Can you write 'deploy is done' to the #general channel? | tool | ctx_write | slack_send | {"arguments":{"message":"deploy is done"},"name":"slack_send"} |
Can you check the state of the repo? | tool | ctx_check | git_status | {"arguments":{},"name":"git_status"} |
I need you to search for files matching '*.css'. | tool | ctx_search | find_files | {"arguments":{"pattern":"*.css"},"name":"find_files"} |
Run the tests. | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Analyze the JSON from https://data.portal.app/metrics. | tool | ctx_analyze | http_request | {"arguments":{"url":"https://data.portal.app/metrics"},"name":"http_request"} |
Go ahead and write the results out to notes/summary.md. | tool | ctx_write | write_file | {"arguments":{"path":"notes/summary.md"},"name":"write_file"} |
Check the forecast for Oslo real quick. | tool | ctx_check | get_weather | {"arguments":{"city":"Oslo"},"name":"get_weather"} |
Check the repo. | tool | ctx_check | git_status | {"arguments":{},"name":"git_status"} |
Please fetch a copy of mirror.host.dev/tool.deb onto disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"mirror.host.dev/tool.deb"},"name":"download_file"} |
Open lib/helpers.js. | tool | ctx_open | read_file | {"arguments":{"path":"lib/helpers.js"},"name":"read_file"} |
Open up 'Notion'. | tool | ctx_open | open_app | {"arguments":{"name":"Notion"},"name":"open_app"} |
Open up data/notes.txt. | tool | ctx_open | read_file | {"arguments":{"path":"data/notes.txt"},"name":"read_file"} |
Can you run 'docker build .'? | tool | ctx_run | run_command | {"arguments":{"command":"docker build ."},"name":"run_command"} |
Can you get the API response at https://data.portal.app/metrics? | tool | ctx_fetch | http_request | {"arguments":{"url":"https://data.portal.app/metrics"},"name":"http_request"} |
Can you run the test suite? | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Can you check https://blog.dev/intro-post? | tool | ctx_check | open_url | {"arguments":{"url":"https://blog.dev/intro-post"},"name":"open_url"} |
Can you write the results out to reports/q1.txt? | tool | ctx_write | write_file | {"arguments":{"path":"reports/q1.txt"},"name":"write_file"} |
Open up https://docs.product.com/guide. | tool | ctx_open | open_url | {"arguments":{"url":"https://docs.product.com/guide"},"name":"open_url"} |
Please fetch me info about winter running shoes. | tool | ctx_fetch | web_search | {"arguments":{"query":"winter running shoes"},"name":"web_search"} |
Can you write the results out to reports/q1.txt? | tool | ctx_write | write_file | {"arguments":{"path":"reports/q1.txt"},"name":"write_file"} |
Please write 'ideas for the offsite' into Notion. | tool | ctx_write | notion_write | {"arguments":{"content":"ideas for the offsite"},"name":"notion_write"} |
Summarize the article at https://docs.product.com/guide. | tool | ctx_analyze | open_url | {"arguments":{"url":"https://docs.product.com/guide"},"name":"open_url"} |
Check what changed. | tool | ctx_check | git_diff | {"arguments":{},"name":"git_diff"} |
Check on the repo. | tool | ctx_check | git_status | {"arguments":{},"name":"git_status"} |
Fetch a copy of files.depot.dev/report.pdf onto disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"files.depot.dev/report.pdf"},"name":"download_file"} |
Search for files matching 'test_*.py'. | tool | ctx_search | find_files | {"arguments":{"pattern":"test_*.py"},"name":"find_files"} |
Run the test suite. | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Check news.site.org/today. | tool | ctx_analyze | open_url | {"arguments":{"url":"news.site.org/today"},"name":"open_url"} |
Run the tests. | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Can you search for winter running shoes? | tool | ctx_search | web_search | {"arguments":{"query":"winter running shoes"},"name":"web_search"} |
Summarize https://portal.app/changelog. | tool | ctx_analyze | open_url | {"arguments":{"url":"https://portal.app/changelog"},"name":"open_url"} |
Do a search for files named '*.css'. | tool | ctx_search | find_files | {"arguments":{"pattern":"*.css"},"name":"find_files"} |
Fetch a copy of mirror.host.dev/tool.deb onto disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"mirror.host.dev/tool.deb"},"name":"download_file"} |
Please run the command 'python scripts/ingest.py'. | tool | ctx_run | run_command | {"arguments":{"command":"python scripts/ingest.py"},"name":"run_command"} |
Check the state of the repo. | tool | ctx_check | git_status | {"arguments":{},"name":"git_status"} |
Take a look at the article at status.host.io/incidents. | tool | ctx_analyze | open_url | {"arguments":{"url":"status.host.io/incidents"},"name":"open_url"} |
Do a search for 'MAX_BUFFER' in the codebase. | tool | ctx_search | grep_search | {"arguments":{"pattern":"MAX_BUFFER"},"name":"grep_search"} |
Fetch mirror.host.dev/tool.deb and save it to disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"mirror.host.dev/tool.deb"},"name":"download_file"} |
Open up https://acme.io/blog. | tool | ctx_open | open_url | {"arguments":{"url":"https://acme.io/blog"},"name":"open_url"} |
Go get a copy of files.depot.dev/report.pdf onto disk. | tool | ctx_fetch | download_file | {"arguments":{"url":"files.depot.dev/report.pdf"},"name":"download_file"} |
I need you to search for 'init_db' in the files. | tool | ctx_search | grep_search | {"arguments":{"pattern":"init_db"},"name":"grep_search"} |
Please open lib/helpers.js. | tool | ctx_open | read_file | {"arguments":{"path":"lib/helpers.js"},"name":"read_file"} |
Open up the file config/settings.yaml. | tool | ctx_open | read_file | {"arguments":{"path":"config/settings.yaml"},"name":"read_file"} |
Can you check what's changed in the code? | tool | ctx_check | git_diff | {"arguments":{},"name":"git_diff"} |
Run the test suite. | tool | ctx_run | run_tests | {"arguments":{},"name":"run_tests"} |
Check on what changed. | tool | ctx_check | git_diff | {"arguments":{},"name":"git_diff"} |
Go ahead and open lib/helpers.js. | tool | ctx_open | read_file | {"arguments":{"path":"lib/helpers.js"},"name":"read_file"} |
Please fetch me info about cheap flights to Lisbon. | tool | ctx_fetch | web_search | {"arguments":{"query":"cheap flights to Lisbon"},"name":"web_search"} |
Open https://blog.dev/intro-post. | tool | ctx_open | open_url | {"arguments":{"url":"https://blog.dev/intro-post"},"name":"open_url"} |
End of preview. Expand in Data Studio
LocalAgent Dispatch Data
Synthetic data for training/evaluating a generable tool-dispatch model over a 50-tool surface
(route head → dense selector → pointer-copy). A static snapshot of the deterministic generators in
LocalAgent (src/localagent/data/). Train/eval are
disjoint in both phrasing and slot values. Companion model + demo:
danelcsb/localagent-tiny-30m-byte ·
Space.
Configs
| config | rows (train/eval) | what it is |
|---|---|---|
paraphrase |
1000 / 1000 | many natural phrasings per tool (all 50 tools), single-turn |
contextual |
230 / 230 | referent-conditioned: same instruction → different tool by referent ("Open status.host.io"→open_url, "Open 'Chrome'"→open_app, "Open docs/intro.md"→read_file) |
scenarios_single |
60 / 40 | clarify / abstain (over-trigger negatives, no tool) / parallel (≥2 calls) |
scenarios_episodes |
60 / 60 | multi-turn episodes: workflow / chained / error-recovery |
freeform |
86 / 45 | hand-written natural queries — train (86) + out-of-distribution eval (45) |
Schema
Single-turn (paraphrase, contextual, scenarios_single):
{"prompt": "...", "kind": "tool|text", "category": "...", "tool": "<name|>",
"target": "{\"arguments\":{...},\"name\":\"...\"}", "calls": [{...}]?}
kind="text"(clarify/abstain) → no tool;targetis the natural-language reply.callspresent for parallel turns (≥2 tool calls). Tool-call arg values are literal substrings ofprompt(so a copy/pointer mechanism can ground them).
Episodes (scenarios_episodes): {"category": "...", "turns": [{"role", "content", "tool_calls": [{"name","arguments"}], "tool_response"}]}. Copy-args in follow-up calls appear verbatim in a prior
tool_response.
freeform: {"prompt": "...", "tool": "<gold tool>"}.
Usage
from datasets import load_dataset
ds = load_dataset("danelcsb/localagent-dispatch-data", "paraphrase", split="train")
Regenerate deterministically from source: python scripts/export_dataset.py in the LocalAgent repo.
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