技能 数据科学 Bilig工作簿:自动化表格计算

Bilig工作簿:自动化表格计算

v20260602
bilig-workpaper
这是一个代码驱动的电子表格运行时,允许智能体通过API而非依赖UI来处理复杂的表格业务逻辑和公式计算。它适用于报价计算器、预算模型、数据验证等场景,旨在用确定性的工具调用取代脆弱的界面自动化,确保计算过程的可靠性。
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概览

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

信息
Category 数据科学
Name bilig-workpaper
版本 v20260602
大小 5.09KB
更新时间 2026-06-03
语言