Bilig

MCP serverDev tools

bilig-workpaper gives your AI formula-backed workpaper tools for working with spreadsheet workbooks. Once added, your AI can read back workbook contents, edit input cells, and save work as JSON files. This makes it easier to review and update formula-driven workpapers without manual steps.

Use Bilig in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Bilig and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use Bilig to list sheets

Details

Available today. Use it from your connected AI after setup.

Add bilig-workpaper to your AI, then point it at a workbook you want to review or update. Ask it to read the workbook, adjust inputs, or save the results as JSON.

What your AI can do with it

  • Read back the contents of a workbook
  • Edit input values in a workpaper
  • Save workpaper data as JSON
  • Work with formula-backed calculations

Install Bilig

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user bilig 'https://bilig.proompteng.ai/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://bilig.proompteng.ai/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=bilig&config=eyJ1cmwiOiJodHRwczovL2JpbGlnLnByb29tcHRlbmcuYWkvbWNwIn0=

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://bilig.proompteng.ai/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add bilig --url 'https://bilig.proompteng.ai/mcp'

    Run it once, then sign in with codex mcp login bilig if the server asks for an account.

From the project's README

As published by proompteng/bilig in README.md.

Keep the workbook model. Run the rule in Node.

Bilig is a TypeScript-native, headless WorkPaper runtime for Node.js services, tests, and AI agents. Set inputs, recalculate formulas, read computed outputs, persist WorkPaper JSON, restore it, and verify the result—without driving Excel or a browser grid.

Docs · Quick start · TypeScript API · MCP · Examples · Discussions

[!NOTE] Bilig is a headless workbook runtime, not a visual spreadsheet app or a claim of full Excel compatibility. If an .xlsx file is your contract, start with the compatibility report.

Quick Start

Node runtime

Prove the published package before installing it:

npm exec --yes --package @bilig/workpaper@latest -- bilig-evaluate --door workpaper-service --json

The evaluator edits Inputs!B2, recalculates Summary!B2, saves the WorkPaper, restores it, and compares the restored value:

{
  "schemaVersion": "bilig-evaluator.v1",
  "door": "workpaper-service",
  "evidence": {
    "editedCell": "Inputs!B2",
    "dependentCell": "Summary!B2",
    "before": 24000,
    "after": 38400,
    "afterRestore": 38400
  },
  "verified": true
}

verified: true means the write, formula readback, JSON export, and restored readback all passed. It is stronger evidence than a successful write call.

Use It From TypeScript

npm install @bilig/workpaper
import { buildA1WorkPaper } from '@bilig/workpaper'

const pricing = buildA1WorkPaper({
  Inputs: [
    ['Metric', 'Value'],
    ['Units', 20],
    ['Price', 1200],
  ],
  Summary: [
    ['Metric', 'Value'],
    ['Revenue', '=Inputs!B2*Inputs!B3'],
  ],
})

const proof = pricing.editAndReadback('Inputs!B2', 32, {
  readbackRange: 'Summary!B2',
})

console.log(proof.afterReadback.displayValues[0]?.[0]) // 38400
console.log(proof.verified) // true

pricing.dispose()

For ordinary operations, use set(), setMany(), readMany(), display(), and saveJson(). Use editManyAndReadback() when multiple inputs must be committed and verified as one edit. The complete public API is documented in packages/workpaper/README.md.

The lifecycle is deliberately small:

inputs → formula recalculation → typed readback → JSON persistence → restore verification

Why Bilig

CapabilityWhat it gives you
Workbook-shaped modelsSheets, A1 addresses, formulas, ranges, and named expressions without a spreadsheet UI.
Verified mutationsBefore/after computed values plus persistence and restore checks.
Service-owned statePortable WorkPaper JSON for routes, queues, tests, tools, and audit trails.
Agent-safe toolsNarrow read/write tools with exact cells, computed readback, and writable-sheet boundaries.
Explicit file boundariesSeparate XLSX import, export, risk inspection, and Excel-oracle workflows.

Use Bilig for pricing, quote approval, payouts, forecasts, validation rules, formula-backed workflows, and tests where a service or tool should own the model. Choose a spreadsheet application or hosted spreadsheet API when you need visual editing, collaboration, macros, interactive pivots or charts, or desktop fidelity.

Agents And MCP

Agents should first ask which system owns state, then run the smallest matching proof. For a tool host or MCP client:

npm exec --yes --package @bilig/workpaper@latest -- bilig-agent-start --json
npm exec --yes --package @bilig/workpaper@latest -- bilig-evaluate --door agent-mcp --json

The MCP evaluator proves tool discovery, mutation, recalculated readback, JSON export, disk persistence, process restart, and restored readback. For a local, writable WorkPaper:

npm exec --yes --package @bilig/workpaper@latest -- bilig-workpaper-mcp --workpaper ./pricing.workpaper.json --init-demo-workpaper --writable

Use that local stdio path for private or persistent project state. The hosted https://bilig.proompteng.ai/mcp endpoint is request-local and only intended for stateless connector discovery and smoke tests; do not send private workbook data to it.

The server exposes list_sheets, read_range, read_cell, set_cell_contents, set_cell_contents_and_readback, get_cell_display_value, export_workpaper_document, and validate_formula. It also publishes MCP resources and prompts so capable hosts can discover the workflow before editing cells.

Machine-readable entry points:

NeedEntry point
A compact routing carddocs/agent-start.txt
A concise model indexdocs/llms.txt
Full agent documentationdocs/llms-full.txt
Installation contextdocs/llms-install.md
Structured capabilitiesdocs/agent.json
Reusable skillskills/bilig-workpaper/SKILL.md
Proof and host matrixdocs/agent-adoption-kit.md

The published package also carries AGENTS.md and SKILL.md, so an agent can discover the same proof contract from node_modules. Install or inspect the public skill with either source:

npx --yes skills@latest add https://bilig.proompteng.ai --list
npx --yes skills@latest add proompteng/bilig --skill bilig-workpaper --list

Use the agent rule chooser or the host handoff prompt. The repository includes CLAUDE.md, .claude/skills/bilig-workpaper/SKILL.md, .claude/commands/bilig-workpaper-proof.md, .cursor/rules/bilig-workpaper.mdc, .devin/rules/bilig-workpaper.md, .windsurf/rules/bilig-workpaper.md, .clinerules/bilig-workpaper.md, .continue/rules/bilig-workpaper.md, .zed/settings.json, opencode.jsonc, and .opencode/agents/bilig-workpaper.md.

Integration Recipes After The Proof

Run an evaluator first, then use the recipe owned by your host:

  • OpenAI Agents SDK: direct tools, MCPServerStdio, and MCPServerStreamableHttp.
  • OpenAI Responses API: function-call readback with explicit before/after evidence.
  • Vercel AI SDK: generateText() and streamText() tool loops.
  • Open WebUI: local or hosted MCP discovery.
  • n8n: the @bilig/n8n-nodes-workpaper community node.

Choose An Evaluation Path

Your state ownerStart hereEvidence to require
TypeScript applicationnpm install @bilig/workpaperdirect A1 API and focused application tests
Node service, route, queue, or testbilig-evaluate --door workpaper-service --jsonedit, recalculation, JSON export, restore, verified: true
MCP client or tool hostbilig-evaluate --door agent-mcp --jsondiscovery, readback, disk persistence, restart
Imported .xlsx is the contractworkbook-compatibility-report workbook.xlsx --jsonunsupported formulas and workbook risk reasons for that file
Cached .xlsx values look stalexlsx-cache-doctor workbook.xlsx --jsonstale-cache diagnosis, recalculation, and readback for that file

The workbook-compatibility and xlsx-cache evaluator doors use bundled demo workbooks to smoke-test the published package; they do not inspect your file. Do not treat any evaluator as proof of desktop Excel parity.

Examples And Deeper Guides

Start with one maintained example, not the whole monorepo:

Useful decision guides:

pnpm --dir examples/headless-workpaper run agent:ai-sdk-generate-text
pnpm --dir examples/headless-workpaper run agent:ai-sdk-stream-text
pnpm --dir examples/headless-workpaper run agent:openai-responses
pnpm --dir examples/headless-workpaper run agent:mcp-xlsx-risk-preflight
pnpm --dir examples/serverless-workpaper-api run hono-route
pnpm --dir examples/serverless-workpaper-api run next-server-action
pnpm --dir examples/serverless-workpaper-api run next-server-action-formdata

The AI SDK generateText() smoke lives at ai-sdk-generate-text-tool-smoke.ts. The OpenAI example is documented in openai-responses-workpaper-tool-call.

For a reduced formula or import bug:

npm exec --yes --package @bilig/workpaper@latest -- bilig-formula-clinic ./reduced.xlsx --cells "Summary!B7,Inputs!B2"

XLSX And Excel Compatibility

Bilig can import and export workbook files, but cached formula values inside an .xlsx are diagnostics—not an accuracy oracle. Inspect the file before trusting it:

npm exec --yes --package @bilig/xlsx-formula-recalc@latest -- bilig-evaluate --door workbook-compatibility --json
npm exec --yes --package @bilig/xlsx-formula-recalc@latest -- workbook-compatibility-report workbook.xlsx --json
npm exec --yes --package @bilig/xlsx-formula-recalc@latest -- xlsx-cache-doctor workbook.xlsx --json

The first command is a package smoke test over a bundled demo. The next two inspect the named file. The compatibility report identifies unsupported functions, external links, macros, pivots, volatile formulas, and other risks; it does not certify Excel compatibility. When correctness matters, compare against a workbook freshly recalculated by Excel. See the compatibility limits and Excel oracle walkthrough.

Packages And Repository Map

PathRole
packages/workpaperRecommended @bilig/workpaper API, evaluators, AI SDK adapter, MCP server, and XLSX boundary.
packages/xlsx-formula-recalcReal-file compatibility and stale-cache diagnostics.
packages/formulaFormula parser, binder, compiler, and evaluator.
packages/coreWorkbook state, mutations, snapshots, and scheduling.
apps/webBrowser spreadsheet shell.
apps/biligFull-stack runtime, APIs, and static site host.

The public WorkPaper package requires Node.js >=24. Local monorepo development uses Node.js 24+, Bun, and pnpm@10.32.1.

Published releases include npm registry signatures and provenance attestations:

npm view @bilig/workpaper version dist.attestations dist.signatures --json
npm audit signatures

Development

Choose one long-running development server:

pnpm dev:web
pnpm dev:web-local

Install and validate the repository with:

pnpm install
pnpm build
pnpm lint
pnpm typecheck
pnpm test
pnpm run ci

Architecture lives in docs/architecture.md. Read CONTRIBUTING.md before opening a pull request; first-time contributors can start with the new contributor guide and starter issues. All participation follows the CODE_OF_CONDUCT.md.

Support And Security

If Bilig fits one of your services or agent workflows, star the repository to follow releases and help other Node developers find it. Tell us what proof or formula is still missing.

License

MIT

Tools it offers (8)

What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • list_sheets
  • read_range
  • read_cell
  • set_cell_contents
  • set_cell_contents_and_readback
  • get_cell_display_value
  • export_workpaper_document
  • validate_formula

Signals

GitHub stars
35
Forks
18
Last commit
Oct 2026
Weekly downloads
331
Weekly_downloads
20k weekly_downloads
Advanced
Delivery
bilig-workpaper MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-proompteng-bilig-workpaper
Source
github.com/proompteng/bilig
Hosted endpoint
https://bilig.proompteng.ai/mcp