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)
US NWS weather alerts and 5-day forecasts for AI agents. $0.01 per call.
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://agent-evidence.thx93.dev/weather/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"weather": {
"command": "npx",
"args": [
"-y",
"@thx93/mcp-weather-server"
]
}
}
}在终端中运行这条命令
claude mcp add --transport http weather https://agent-evidence.thx93.dev/weather/mcpclaude mcp add weather -- npx -y @thx93/mcp-weather-server粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"weather": {
"url": "https://agent-evidence.thx93.dev/weather/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"weather": {
"command": "npx",
"args": [
"-y",
"@thx93/mcp-weather-server"
]
}
}
}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": {
"weather": {
"type": "http",
"url": "https://agent-evidence.thx93.dev/weather/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"weather": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@thx93/mcp-weather-server"
]
}
}
}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://agent-evidence.thx93.dev/weather/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 Thx93 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(1.2.1)于15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, Starreel
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.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
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。
A minimal Model Context Protocol server that exposes US weather data from the National Weather Service API as two read-only tools.
The NWS API is free, keyless and US-only, so this server needs no credentials and no account to run.
| Tool | Input | Returns |
|---|---|---|
get-alerts | state — two-letter code, e.g. CA | Active weather alerts for that state |
get-forecast | latitude, longitude | The next five forecast periods for that point |
Both tools are annotated readOnlyHint: true and destructiveHint: false, so a host that respects tool annotations can invoke them without asking first. Both reach out to api.weather.gov and are marked openWorldHint: true for that reason.
Running it yourself costs nothing. There is also a hosted version, paid per call in USDC on Base over x402, for agents that would rather not carry a Node process and a data layer:
https://agent-evidence.thx93.dev/weather/mcp
It serves the same two tools, with the same output schemas and the same null fallbacks, plus a free health tool and free tools/list so the service can be discovered and probed before paying. Discovery is free; a tools/call for get-alerts or get-forecast returns 402 with the price. Both are declared read-only, so a host that respects annotations will not ask twice.
The server.json in this repository advertises that remote, so an MCP client can install it by registry name rather than by cloning anything.
npm install
npm test # builds, then runs the suite npm run build # compile only node build/index.js
The suite drives the real server over InMemoryTransport with the NWS API stubbed, so npm test touches no network and needs no credentials. It covers tool discovery and annotations, the get-alerts and get-forecast data paths, the fallbacks for fields the NWS sends as null, the failure contract, and input validation.
Running node build/index.js speaks the MCP protocol over stdio: it prints to stderr and waits for a client on stdin, so it is meant to be launched by a host rather than by hand.
Most MCP hosts use the same three-line shape:
{
"mcpServers": { "weather": { "command": "node", "args": ["/absolute/path/to/mcp-weather-server/build/index.js"] } } }
Or straight from npm — published 2026-10-19:
npx -y @thx93/mcp-weather-server
Or, equivalently, as a client config entry:
{
"mcpServers": { "weather": { "command": "npx", "args": ["-y", "@thx93/mcp-weather-server"] } } }
Or straight from the repository, with no registry account needed:
npm install github:Thx93/mcp-weather-server
That path works because prepare builds the server during the install; build/ is not committed, so without it the bin would point at a file that does not exist. It was verified end to end — install from GitHub, then speak MCP to the result, and both tools list with object output schemas.
The tools return the National Weather Service's own data, so correctness is checkable rather than asserted. On 2026-10-19, api.weather.gov reported one active alert for TX and a paid call to the hosted get-alerts returned exactly one - Event: Flood Advisory - for the same state.
That matters more than it sounds: the sibling evidence service carries a documented reliability gap in its *verdict* (see its docs/evidence-quality.md), while these tools have no inferred judgement to get wrong. They fetch and reshape; the values are the NWS's.
Failures are tool results, not protocol errors. A request the NWS cannot answer — a non-US location, an outage, a timeout — comes back as { isError: true, content: [{ type: "text", text: " " }] }. That is the MCP contract for "this call was well formed and the work failed", as distinct from a JSON-RPC error, which means the call itself was broken. A client can show the text to a user and retry.
The NWS is slow to give up and we are not. Every request carries a 10-second timeout, so a stalled upstream surfaces as a failed tool call instead of a hung one.
Missing fields fall back rather than printing `null`. The NWS returns null for fields it does not have. A missing event name renders as Unknown, a missing temperature as Unknown — never the literal string null.
`get-forecast` returns at most five periods. Enough to answer "what is the weather like", short enough for a context window.
Both tools declare an outputSchema and return structuredContent, and both schemas are objects: get-forecast returns { latitude, longitude, periods }, get-alerts returns { alerts: [...] }.
get-alerts previously declared a top-level array, which protocol revision 2026-07-28 does permit. It was changed because a client on the widely-deployed MCP SDK rejects the entire tools/list response when it meets an array schema — invalid_value: expected "object" — so such a client cannot connect to the server at all. Wrapping the array in an object is what makes these tools reachable from ordinary clients; the textual summary a model reads is unchanged.
What is this? An MCP (Model Context Protocol) server that exposes US weather data from the National Weather Service as two read-only tools, get-alerts and get-forecast. It runs over stdio when you install it, and the same code is served over streamable HTTP at https://agent-evidence.thx93.dev/weather/mcp where it is paid per call.
Do I need an API key? No. The National Weather Service API needs no key, and neither the local server nor the hosted endpoint asks for one, for an account, or for a signup.
How much does it cost? Running it yourself is free — it is ISC-licensed and published as @thx93/mcp-weather-server on npm. The hosted endpoint charges 0.01 USDC per call on Base through x402, which is how an agent with a wallet but no ability to sign up for anything can still call it.
Which locations are supported? US only. The data is the National Weather Service's, which covers the United States and its territories. A coordinate outside that coverage returns an error rather than a guess.
What do the tools return? get-alerts takes a two-letter state code and returns every active alert: event, area, severity, description and the official instruction. get-forecast takes a latitude and longitude and returns five forecast periods: name, temperature, wind speed and direction, and the plain-language forecast. Both declare an object output schema.
How do I add it to Claude Desktop, Cursor or another MCP client?
{
"mcpServers": { "weather": { "command": "npx", "args": ["-y", "@thx93/mcp-weather-server"] } } }
Why does it exist? It began as the MCP "Build a server" tutorial and was extended: typed output schemas, read-only annotations, a bounded fetch, an explicit failure contract and a test suite.
Started from the Build an MCP server tutorial and then went past it: typed output schemas, read-only tool annotations, a bounded fetch with an explicit failure contract, and a test suite. Licensed ISC.