Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Formula-backed WorkPaper tools for workbook readback, input edits, and JSON persistence.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://bilig.proompteng.ai/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"bilig-workpaper": {
"command": "npx",
"args": [
"-y",
"@bilig/workpaper"
]
}
}
}在终端中运行这条命令
claude mcp add --transport http bilig-workpaper https://bilig.proompteng.ai/mcpclaude mcp add bilig-workpaper -- npx -y @bilig/workpaper粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"bilig-workpaper": {
"url": "https://bilig.proompteng.ai/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"bilig-workpaper": {
"command": "npx",
"args": [
"-y",
"@bilig/workpaper"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"bilig-workpaper": {
"type": "http",
"url": "https://bilig.proompteng.ai/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"bilig-workpaper": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@bilig/workpaper"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://bilig.proompteng.ai/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 proompteng 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(1.1.0)于34天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, MCP Server Autocad Lisp Helper
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
High-precision static analysis and debug server for AutoCAD AutoLISP (.lsp) files.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
.xlsxfile is your contract, start with
the compatibility report.
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.
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
| Capability | What it gives you |
|---|---|
| Workbook-shaped models | Sheets, A1 addresses, formulas, ranges, and named expressions without a spreadsheet UI. |
| Verified mutations | Before/after computed values plus persistence and restore checks. |
| Service-owned state | Portable WorkPaper JSON for routes, queues, tests, tools, and audit trails. |
| Agent-safe tools | Narrow read/write tools with exact cells, computed readback, and writable-sheet boundaries. |
| Explicit file boundaries | Separate 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 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:
| Need | Entry point |
|---|---|
| A compact routing card | docs/agent-start.txt |
| A concise model index | docs/llms.txt |
| Full agent documentation | docs/llms-full.txt |
| Installation context | docs/llms-install.md |
| Structured capabilities | docs/agent.json |
| Reusable skill | skills/bilig-workpaper/SKILL.md |
| Proof and host matrix | docs/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
Host-specific project files
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.
Run an evaluator first, then use the recipe owned by your host:
MCPServerStdio, and MCPServerStreamableHttp.generateText() and streamText() tool loops.@bilig/n8n-nodes-workpaper community node.| Your state owner | Start here | Evidence to require |
|---|---|---|
| TypeScript application | npm install @bilig/workpaper | direct A1 API and focused application tests |
| Node service, route, queue, or test | bilig-evaluate --door workpaper-service --json | edit, recalculation, JSON export, restore, verified: true |
| MCP client or tool host | bilig-evaluate --door agent-mcp --json | discovery, readback, disk persistence, restart |
Imported .xlsx is the contract | workbook-compatibility-report workbook.xlsx --json | unsupported formulas and workbook risk reasons for that file |
Cached .xlsx values look stale | xlsx-cache-doctor workbook.xlsx --json | stale-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.
Start with one maintained example, not the whole monorepo:
examples/headless-workpaper: pricing, invoice, budget, fulfillment, subscription, persistence, and agent examples.examples/serverless-workpaper-api: quote approval through Hono, Next.js, and persistence adapters.examples/xlsx-recalculation-node: import, recalculate, export, reimport, and verify an XLSX workbook.examples/recalc-bridge-workflows: focused bridges for existing SheetJS, xlsx-populate, and ExcelJS workflows.Useful decision guides:
QUERY and SORTNRunnable integration and diagnostic commands
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.t
只显示了开头部分;其余内容请在仓库中阅读