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bilig-workpaper
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Use bilig-workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.
| name | bilig-workpaper |
| version | 0.1.0 |
| description | Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI. |
| tags | ["agents","workbook-runtime","formulas","workpaper","mcp","typescript"] |
Use this skill when an agent needs spreadsheet-style formulas but the work should run through files, terminal commands, TypeScript, HTTP routes, or MCP tools instead of Excel UI automation.
Trigger this skill for tasks involving:
Do not trigger it for manual spreadsheet editing, Office macros, VBA, pivots, charts, COM automation, or exact Excel desktop behavior unless the user explicitly asks to compare Bilig against an Excel oracle.
Do not build shell commands by concatenating user text. Treat the commands below as literal templates, validate workbook paths before use, and reject values containing newlines, backticks, $(, ;, &, |, <, or >. Prefer MCP client command plus args arrays or direct TypeScript calls when inserting user-provided paths or cell references.
Before wiring a client or opening a spreadsheet UI, print the compact decision card:
{
"command": "npm",
"args": ["exec", "--yes", "--package", "@bilig/workpaper@latest", "--", "bilig-agent-start", "--json"]
}
Before wiring a client, prove the published agent door with the package-owned evaluator.
It exercises MCP discovery, cell mutation, formula readback, JSON export, restart restore, and returns verified: true:
{
"command": "npm",
"args": ["exec", "--yes", "--package", "@bilig/workpaper@latest", "--", "bilig-evaluate", "--door", "agent-mcp", "--json"]
}
For service-owned WorkPaper logic without MCP, run bilig-evaluate --door workpaper-service --json.
Use the lower-level challenge commands only when debugging the direct API loop or file-backed MCP JSON-RPC transcript:
[
{ "command": "npm", "args": ["exec", "--package", "@bilig/workpaper@latest", "--", "bilig-agent-challenge", "--json"] },
{ "command": "npm", "args": ["exec", "--package", "@bilig/workpaper@latest", "--", "bilig-mcp-challenge", "--json"] }
]
Use MCP when the host can run a stdio server or call a Streamable HTTP server. Configure stdio as an argument array, not a shell-concatenated string:
If the host supports installable skills, first check that the public skill package is discoverable:
npx --yes skills@latest add https://bilig.proompteng.ai --list
npx --yes skills@latest add proompteng/bilig --skill bilig-workpaper --list
{
"command": "npm",
"args": [
"exec",
"--package",
"@bilig/workpaper@latest",
"--",
"bilig-workpaper-mcp",
"--workpaper",
"./pricing.workpaper.json",
"--init-demo-workpaper",
"--writable"
]
}
Run bilig-evaluate --door agent-mcp --json first. If the workbook contains
provider-backed formulas such as IMPORTRANGE, run
bilig-evaluate --door agent-mcp --scenario provider-backed --json to confirm
the adapter boundary. If the evaluator fails, run bilig-mcp-challenge and
treat its returned tools array as the source of truth for the currently published package. The core file-backed tools are:
list_sheetsread_rangeread_cellset_cell_contentsset_cell_contents_and_readbackget_cell_display_valueexport_workpaper_documentvalidate_formulaWhen the server is started through @bilig/workpaper@latest with
--from-xlsx ./pricing.xlsx, tools/list also includes
analyze_workbook_risk. That tool is fixed to the source XLSX passed at
startup and reports workbook risk indicators before a workflow trusts the imported
WorkPaper. Without --workpaper --writable, edits stay in memory; add a
WorkPaper JSON path only when the task needs persisted file state. It does not
certify Excel compatibility.
For a maintained XLSX preflight transcript, run
pnpm --dir examples/headless-workpaper run agent:mcp-xlsx-risk-preflight.
It requires analyze_workbook_risk, set_cell_contents_and_readback,
export_workpaper_document, Inputs!B3, Summary!B3, 60000 -> 96000,
and verified: true.
After a write, always read the dependent output cell and export the WorkPaper
document. If the listed tool set includes set_cell_contents_and_readback,
prefer it for stateless clients because the edit and dependent readback happen
in one tool call. If it is absent, call set_cell_contents, then read_cell
or read_range, then export_workpaper_document.
For remote MCP clients, use the stateless demo endpoint when the client supports Streamable HTTP:
https://bilig.proompteng.ai/mcp
https://bilig.proompteng.ai/mcp/workpaper
The remote endpoint is request-local and does not write user files. Use it for connector smoke tests, tool discovery, and agent onboarding; use the file-backed stdio command when the workflow must persist a project WorkPaper JSON file.
Use @bilig/workpaper directly when workbook logic belongs in a service, queue worker, test, or route:
import { buildA1WorkPaper } from '@bilig/workpaper'
const book = buildA1WorkPaper({
Inputs: [
['Metric', 'Value'],
['Customers', 20],
['Average revenue', 1200],
],
Summary: [
['Metric', 'Value'],
['Revenue', '=Inputs!B2*Inputs!B3'],
],
})
const proof = book.editAndReadback('Inputs!B2', 32, {
readbackRange: 'Summary!B2',
})
console.log({
editedCell: proof.editedCell,
after: proof.afterReadback.displayValues,
afterRestore: proof.restoredReadback.displayValues,
persistedDocumentBytes: proof.persistedDocumentBytes,
verified: proof.verified,
})
book.dispose()
When the user has a reduced workbook formula/import bug, generate a local report through an argument array:
{
"command": "npm",
"args": [
"exec",
"--package",
"@bilig/workpaper@latest",
"--",
"bilig-formula-clinic",
"./reduced.xlsx",
"--cells",
"Summary!B7,Inputs!B2"
]
}
The report is local. It does not upload workbook contents. Ask for a reduced public fixture rather than private customer spreadsheets.
Return readback, not a write-only claim. A successful agent response should include:
If any readback step fails, report the blocker instead of claiming the workbook was updated.