A month of hours
What Sam said
Section titled “What Sam said”In Bookkeeper’s chat:
Can you total October’s hours per client from the timesheet? I need it for invoicing.
The chat starts a thread, “October hours”.
1. Bring the timesheet into the workspace
Section titled “1. Bring the timesheet into the workspace”{ "name": "files.search", "input": { "query": "Timesheet 2026" } }The timesheet is a Google Sheet. open copies it into /work/inbox as .xlsx:
{ "name": "workspace.open", "input": { "files": ["7c41e2d0:1TsTimesheet2026SheetX4"] } }{ "opened": [{ "path": "/work/inbox/Timesheet 2026.xlsx", "from": "7c41e2d0:1TsTimesheet2026SheetX4" }] }2. Total it with code
Section titled “2. Total it with code”{ "name": "workspace.write", "input": { "path": "october.py", "content": "import pandas as pd\n\nhours = pd.read_excel('/work/inbox/Timesheet 2026.xlsx', sheet_name='Log')\noctober = hours[(hours['Date'] >= '2026-10-01') & (hours['Date'] < '2026-11-01')]\nby_client = october.groupby('Client', as_index=False)['Hours'].sum().sort_values('Hours', ascending=False)\nby_client.to_excel('october-hours.xlsx', index=False)\nprint(by_client.to_string(index=False))\nprint('Total', by_client['Hours'].sum())\n" }}{ "name": "workspace.bash", "input": { "command": "python october.py" } }The run’s output:
Client Hours Juniper Dental 46.5 Ortiz Bakery 31.0 Harbor Florists 12.5Total 90.0Code in the workspace has no internet and changes nothing of Sam’s, so none of this needs a yes.
3. Save it to Drive
Section titled “3. Save it to Drive”files.save puts a workspace file in Drive. asGoogle turns the .xlsx into a Google Sheet:
{ "name": "files.save", "input": { "workspace": "october-hours.xlsx", "name": "October 2026 hours by client", "asGoogle": true, "folderId": "7c41e2d0:1FoBookkeeping2026" }}A new file needs no yes. With over, the same call would write a new version of the Drive file it was opened from, and that is checked.
4. It answers
Section titled “4. It answers”October: 90 hours across three clients. Juniper Dental 46.5, Ortiz Bakery 31, Harbor Florists 12.5. The sheet is in Bookkeeping 2026 in Drive.
Related
Section titled “Related”- Workspace, Files
- Finding and using tools: calling tools from code