Bilig workpaper
Use formula-backed WorkPaper JSON and MCP tools for agent spreadsheet tasks without driving Excel or a browser UI.From its SKILL.md
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SKILL.md
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Bilig WorkPaper
Overview
Bilig WorkPaper gives agents a code-first workbook runtime for spreadsheet-style business logic. Use it when the task is easier to model as sheets and formulas, but the reliable path is to edit cells through an API, recalculate, read computed values back, and persist a JSON workbook document.
The main use case is replacing fragile spreadsheet UI automation with deterministic tool calls. It is useful for quote calculators, payout models, budget checks, import validation, and reduced XLSX formula bug reports.
When To Use This Skill
Use this skill when the user needs to:
- work with spreadsheet formulas from a Node.js service, route, test, or agent tool;
- write workbook inputs and verify calculated outputs with readback proof;
- persist a formula workbook as reviewable WorkPaper JSON;
- expose a file-backed workbook through MCP tools;
- investigate an XLSX formula recalculation issue without automating Excel, LibreOffice, or a browser grid.
Do not use it for manual spreadsheet editing, VBA/macros, pivots, charts, COM automation, or exact desktop Excel behavior unless the user explicitly asks to compare against Excel as an oracle.
Safer Command Pattern
Prefer argument arrays in MCP/client configuration. Do not shell-concatenate user-provided paths, sheet names, formulas, or cell addresses. Reject path or cell input containing newlines, backticks, $(, ;, &, |, <, or > before using it in a command.
The MCP examples execute the public @bilig/workpaper npm package. Treat that
as third-party code execution: pin the package version you reviewed, run it only
in a trusted project, and get explicit user approval before starting a writable
MCP server.
Quick MCP Setup
First prove the package-owned challenge works:
{
"command": "npm",
"args": ["exec", "--package", "@bilig/workpaper@<reviewed-version>", "--", "bilig-mcp-challenge"]
}
Then run a writable file-backed MCP server:
{
"command": "npm",
"args": [
"exec",
"--package",
"@bilig/workpaper@<reviewed-version>",
"--",
"bilig-workpaper-mcp",
"--workpaper",
"./pricing.workpaper.json",
"--init-demo-workpaper",
"--writable"
]
}
Useful tools exposed by the MCP server:
list_sheetsread_rangeread_cellset_cell_contentsget_cell_display_valueexport_workpaper_documentvalidate_formula
After every write, read the dependent output cell and export the WorkPaper document. Do not claim success from the write call alone.
Direct TypeScript Pattern
Use the package directly when workbook logic belongs inside application code:
import {
WorkPaper,
exportWorkPaperDocument,
serializeWorkPaperDocument,
} from "@bilig/workpaper";
const workbook = WorkPaper.buildFromSheets({
Inputs: [
["Metric", "Value"],
["Customers", 20],
["Average revenue", 1200],
],
Summary: [
["Metric", "Value"],
["Revenue", "=Inputs!B2*Inputs!B3"],
],
});
const inputs = workbook.getSheetId("Inputs");
const summary = workbook.getSheetId("Summary");
if (inputs === undefined || summary === undefined) {
throw new Error("Workbook is missing required sheets");
}
workbook.setCellContents({ sheet: inputs, row: 1, col: 1 }, 32);
const revenue = workbook.getCellDisplayValue({ sheet: summary, row: 1, col: 1 });
const saved = serializeWorkPaperDocument(
exportWorkPaperDocument(workbook, { includeConfig: true }),
);
console.log({ revenue, savedBytes: saved.length });
Required Verification
A good agent response should include:
- exact sheet names and A1 cells edited;
- before values for important inputs and dependent outputs;
- after values read from the recalculated workbook;
- persistence evidence from exported or serialized WorkPaper JSON;
- restore or reimport proof when file boundaries matter;
- clear limitations for unsupported formulas or Excel-only behavior.
If any proof step fails, report the blocker instead of saying the workbook was updated.
Limitations
- WorkPaper behavior is not a complete replacement for desktop Excel, VBA, pivots, charts, or UI automation.
- Formula compatibility depends on the Bilig runtime and should be verified against Excel when exact parity matters.
- MCP writes should remain scoped to trusted workbook paths and must be followed by readback validation.
References
- Repository: https://github.com/proompteng/bilig
- Compact docs map: https://proompteng.github.io/bilig/llms.txt
- Agent handbook: https://proompteng.github.io/bilig/headless-workpaper-agent-handbook.html
- MCP server guide: https://proompteng.github.io/bilig/mcp-workpaper-tool-server.html
- XLSX formula clinic: https://proompteng.github.io/bilig/formula-bug-clinic.html
- Compatibility limits: https://proompteng.github.io/bilig/where-bilig-is-not-excel-compatible-yet.html
What ships with it
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- Ask for the minimum neededin 15 of 569, across 5 files
- Set the API key environment variablein 15 of 569, across 10 files
- Support keyboard and touch navigationin 14 of 569, across 5 files
- Match the buyer stagein 13 of 569, across 3 files
- Split overflowing content into multiple slidesin 12 of 569, across 3 files
- Set page size explicitly for consistent resultsin 12 of 569, across 5 files
- Convert documents to markdown using pandocin 12 of 569, across 6 files
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