Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
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Use formula-backed WorkPaper JSON and MCP tools for agent spreadsheet tasks without driving Excel or a browser UI.
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安装前可以查看交给 AI 代理的指令内容。
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.
Use this skill when the user needs to:
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.
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.
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_formulaAfter every write, read the dependent output cell and export the WorkPaper document. Do not claim success from the write call alone.
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 });
A good agent response should include:
If any proof step fails, report the blocker instead of saying the workbook was updated.
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Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
中文简介正在准备中。当前显示原文说明。
Security audit, hardening, threat modeling (STRIDE/PASTA), Red/Blue Team, OWASP checks, code review, incident response, and infrastructure security for any project.
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Ingeniero de Sistemas de Andru.ia. Diseña, redacta y despliega nuevas habilidades (skills) dentro del repositorio siguiendo el Estándar de Diamante.
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Estratega de Inteligencia de Dominio de Andru.ia. Analiza el nicho específico de un proyecto para inyectar conocimientos, regulaciones y estándares únicos del sector. Actívalo tras definir el nicho.
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AI-powered presentation generation via the 2slides API — create slides from text, match a reference image style, summarize documents into decks, add AI voice narration, and export pages/audio. Use for any "make slides", "create a deck", or "slides from this document" request.
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Expert in building 3D experiences for the web - Three.js, React Three Fiber, Spline, WebGL, and interactive 3D scenes. Covers product configurators, 3D portfolios, immersive websites, and bringing depth to web experiences.
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