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)
NOAA OFS regional ocean model forecasts — water level, temperature, salinity
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"ofs": {
"command": "uvx",
"args": [
"ofs-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add ofs -- uvx ofs-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"ofs": {
"command": "uvx",
"args": [
"ofs-mcp"
]
}
}
}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": {
"ofs": {
"type": "stdio",
"command": "uvx",
"args": [
"ofs-mcp"
]
}
}
}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。
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7日
注册名称已通过 GitHub 账户 oceanmodeling 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(0.1.2)于33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 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Foliosio
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.
Read your support inbox, tag conversations and save draft replies from your AI agent. Never sends.
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 monorepo of independently installable MCP servers for ocean and coastal data workflows.
| Server | PyPI | Description |
|---|---|---|
| coops-mcp | NOAA CO-OPS tides, water levels, currents, meteorological data | |
| erddap-mcp | Universal ERDDAP data access across 80+ public servers | |
| nhc-mcp | NHC storm tracks, advisories, HURDAT2 best track data | |
| recon-mcp | Hurricane reconnaissance data (HDOB, Vortex Data Messages, ATCF fixes) | |
| stofs-mcp | NOAA STOFS storm surge forecasts and observation validation | |
| ofs-mcp | NOAA OFS regional ocean model forecasts (water level, temperature, salinity) | |
| rtofs-mcp | NOAA RTOFS global ocean forecasts (SST, salinity, currents, SSH) via HYCOM THREDDS | |
| ww3-mcp | GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations | |
| ndbc-mcp | NOAA NDBC buoy observations — waves, SST, wind, pressure (1,300+ stations) | |
| winds-mcp | NWS surface wind observations from ASOS / AWOS stations | |
| usgs-mcp | USGS Water Services — streamflow, NWS/NWPS flood status, peak events | |
| goes-mcp | NOAA GOES-18/19 satellite imagery — visible, infrared, water vapor | |
| adcirc-mcp | ADCIRC model setup debugging, parameter lookup, config validation | |
| schism-mcp | SCHISM model setup debugging, parameter lookup, config validation |
No API keys required for the data servers — all servers above use free, publicly available datasets. The exceptions are hpc-system-mcp and ufs-runner-mcp (below), which require actual NOAA RDHPCS cluster access and, in ufs-runner-mcp's case, submit real Slurm jobs.
Additional servers live in this repo but are not yet published to PyPI (install from source): vdatum-mcp (vertical datum conversion), hpc-system-mcp and ufs-runner-mcp (NOAA RDHPCS / UFS-Coastal HPC workflows — require cluster access), and alert-mcp (CO-OPS threshold alerting).
There is also a 19th server in this repo, nos-workflow-mcp, which is experimental and still a work in progress (its full implementation lives on an unmerged branch — main carries only a minimal subset). It's intentionally left out of the table above and not yet ready for general use.
# uvx (recommended) — runs without permanent install, like npx for Python
uvx coops-mcp
pip install coops-mcp
pipx install coops-mcp
Replace coops-mcp with any published server: erddap-mcp, nhc-mcp, recon-mcp, stofs-mcp, ofs-mcp, rtofs-mcp, ww3-mcp, ndbc-mcp, winds-mcp, usgs-mcp, goes-mcp, adcirc-mcp, schism-mcp.
git clone https://github.com/oceanmodeling/ocean-mcp.git
cd ocean-mcp/servers/coops-mcp # or any other server directory under servers/ uv sync
Add to your MCP settings (e.g., project .mcp.json):
Using PyPI packages (recommended):
{
"mcpServers": { "coops": { "command": "uvx", "args": ["coops-mcp"] }, "erddap": { "command": "uvx", "args": ["erddap-mcp"] }, "nhc": { "command": "uvx", "args": ["nhc-mcp"] }, "recon": { "command": "uvx", "args": ["recon-mcp"] }, "stofs": { "command": "uvx", "args": ["stofs-mcp"] }, "ofs": { "command": "uvx", "args": ["ofs-mcp"] }, "rtofs": { "command": "uvx", "args": ["rtofs-mcp"] }, "ww3": { "command": "uvx", "args": ["ww3-mcp"] } } }
Using local source checkout
{
"mcpServers": { "coops": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/coops-mcp", "python", "-m", "coops_mcp"] }, "erddap": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/erddap-mcp", "python", "-m", "erddap_mcp"] }, "nhc": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/nhc-mcp", "python", "-m", "nhc_mcp"] }, "recon": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/recon-mcp", "python", "-m", "recon_mcp"] }, "stofs": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/stofs-mcp", "python", "-m", "stofs_mcp"] }, "ofs": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/ofs-mcp", "python", "-m", "ofs_mcp"] }, "rtofs": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/rtofs-mcp", "python", "-m", "rtofs_mcp"] }, "ww3": { "command": "uv", "args": ["run", "--directory", "/path/to/ocean-mcp/servers/ww3-mcp", "python", "-m", "ww3_mcp"] } } }
With servers configured, you can ask your AI assistant naturally:
CO-OPS queries:
ERDDAP queries:
NHC queries:
Recon queries:
STOFS queries:
OFS queries:
RTOFS queries:
WW3 queries:
Cross-server queries:
Each server is fully self-contained with its own pyproject.toml, dependencies, and tests. See docs/architecture.md for details on shared conventions.
Shared patterns across servers:
Literal[...] types for constrained parametersufs-runner-mcp (submits/cancels Slurm jobs) and alert-mcp (creates/pauses/deletes in-memory alert state) are the two exceptions, each with a small number of tools marked readOnlyHint=Falseresponse_format output as markdown (default), json, geojson, or image, depending on the toolSee CONVENTIONS.md for the full response/behavior contract (output caps, retrieved_at, error format, HTTP retries, dependency bounds).
If you use this project in your research or work, please cite:
@software{jisan2025oceanmcp,
author = {Jisan, Mansur Ali}, title = {Ocean MCP: Real-Time Marine Data, MCP-Native}, year = {2025}, url = {https://github.com/oceanmodeling/ocean-mcp}, note = {MCP servers for NOAA CO-OPS, ERDDAP, NHC, Recon, STOFS, OFS, RTOFS, WW3, NDBC, USGS, winds, GOES, ADCIRC, and SCHISM data} }
Licensed under the MIT License. You may use, modify, and distribute this software under the MIT terms. See LICENSE for details.