Workflows

Automate Spreadsheet Business Logic with Code

Execute spreadsheet-style business logic programmatically. Replaces fragile UI automation with deterministic API calls for calculations, validation, and data

Without it

Piece it together by hand, every time.

With it

Replace fragile spreadsheet UI automation with deterministic API calls for business logic. This skill provides a code-first workbook runtime for spreadsheet-style calculations, enabling reliable editing, recalculation, and persistence of business logic.

What you get

  • Model business logic using sheets and formulas in a code-first workbook.
  • Edit workbook cells and recalculate values programmatically via an API.
  • Persist workbook state as reviewable JSON documents.
  • Validate import data and perform quote calculations using deterministic tool calls.

Add this skill

Antigravity Generate codeExtractQuery a databaseWrite tests

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_sheets
  • read_range
  • read_cell
  • set_cell_contents
  • get_cell_display_value
  • export_workpaper_document
  • validate_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

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