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)
Maths a model gets wrong: units with dimensional checking, equations, sheets. 5 tools, local.
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。
JARROBA_MCP_DOMAINS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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"jarroba-tools-calc": {
"command": "npx",
"args": [
"-y",
"@jarroba/mcp-calc"
],
"env": {
"JARROBA_MCP_DOMAINS": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add jarroba-tools-calc --env JARROBA_MCP_DOMAINS=your-value -- npx -y @jarroba/mcp-calc运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"jarroba-tools-calc": {
"command": "npx",
"args": [
"-y",
"@jarroba/mcp-calc"
],
"env": {
"JARROBA_MCP_DOMAINS": "your-value"
}
}
}
}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": {
"jarroba-tools-calc": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@jarroba/mcp-calc"
],
"env": {
"JARROBA_MCP_DOMAINS": "your-value"
}
}
}
}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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
JARROBA_MCP_DOMAINS env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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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8日
注册名称已通过 GitHub 账户 Invarato 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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.3.0)于12天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, SwarmMemo
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ 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.
Talk with agent swarms: rooms, private messages and paid tasks for AI agents
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。
**An MCP server for the maths a language model gets wrong — and, above all, for the ones it gets wrong *silently*.**
claude mcp add jarroba-calc -- npx -y @jarroba/mcp-calc
// Claude Desktop, Cursor, Cline, VS Code…
{ "mcpServers": { "jarroba-calc": { "command": "npx", "args": ["-y", "@jarroba/mcp-calc"] } } }
5 tools · ~1.6k tokens of context · stdio, runs on your machine · nothing is uploaded, no API key.
A model that gets 17 * 23 wrong is not the problem: that one is easy to catch. The problem is the answer that looks right.
9.8 m/s^2 * t^2 / 2.** Here m, s and t are all names of units *and* perfectly ordinary variable names. Read them wrong and you get a plausible quantity in the wrong dimension.So every tool here reports how sure it is, not just what it found: exact or approximate, over which interval it searched, how many complex roots it is not showing, and which names it read as units. The one thing none of them will do is fill a gap with something plausible.
calc_eval | Arithmetic with units and dimensional checking: 100 km/h to m/s, 5 km + 300 m, 70 kg to lbs, det([[1,2],[3,4]]). Adding metres to kilos is an error, not a silent number. Flags results that are not finite (NaN, ±∞), and says which names it read as units |
calc_solve | One equation (x^2 - 5x + 6 = 0, sin(x) = 0.5) or a linear system, one equation per line. Says whether the answer is exact or approximate, over which interval it searched, the degree of the polynomial and how many complex roots are not shown. Never invents a root it did not find |
calc_sheet | A multi-line calculation sheet with the result of every line. Variables carry downwards, units travel with the value, # starts a comment, ans is the previous result, and an error stays on its own line instead of killing the sheet. Declare currencies with # @moneda USD = 1.08 EUR — you supply the rate, so the sheet still computes the same thing next year. Optional Markdown table out |
calc_derive | Exact symbolic derivatives that keep the units: d/dx (3 m * x) is 3 m, not 3. Higher orders, and can evaluate the result at a point. Refuses to answer «0» when the variable is not in the expression, because a correct zero for the wrong question is the worst answer there is |
calc_steps | The worked steps, verified: a linear or quadratic equation, a derivative (naming the rule), or Gaussian elimination row by row. When it cannot explain a case it returns covered: false instead of writing a plausible derivation — which is the point, if a person is going to read it |
(x+1)^2 - (x-1)^2 untouched (it is 4x) and does not know sin²+cos²=1. A tool that hands back your own input under the label *"simplified"* is worse than no tool, because the caller cannot tell «already simplest» from «I could not do it».calc_solve still answers exactly; what is missing is the explanation, and calc_steps says which cases it covers in every response.The engine is the same code that runs the calculator at jarroba.com/tools — pure TypeScript, ~200 unit tests, no server. This package is the whole catalogue filtered down to the calculation domain; if you want the other 95 tools (logs, tests, SQL, SPARQL, diagrams…), install @jarroba/mcp instead. You can also widen this one without switching packages: JARROBA_MCP_DOMAINS=calc,core.
MIT. Nothing here talks to the network. Source: github.com/Invarato/jarroba-mcp.