Featured

Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free
6,000+ web scrapers for your AI agent, start free logo6,000+ web scrapers for your AI agent, start free

Apify gives your agent live web data: 6,000+ prebuilt scrapers and actors, MCP-ready. Sign up free with $5 in usage credits.

Try Apify free
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free
Reach 48,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here

Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

Ranks the best weather windows to climb any peak worldwide, on the sharpest regional model.

README.md

PeakWindow MCP App

An MCP App that analyzes upcoming weather at alpine peaks and trailheads worldwide, ranking the best windows for climbing and ascent. Uses the best available forecast model for each region: GeoSphere Austria AROME (2.5 km) for Central Europe, MeteoSwiss ICON-CH2 (2 km) for the Alpine region, Météo-France AROME (2.5 km) for France, and Open-Meteo globally (~11 km).

<p align="center"> <a href="https://byteoverdev.github.io/peak-window-mcp-app/"> <img src="screenshot.png" alt="PeakWindow UI" width="700" /> </a> </p>

What it does

  • Fetches hourly forecasts (temperature, precipitation, wind, gusts, cloud cover, snow line) from the best available provider for the requested coordinates
  • Automatically selects the highest-resolution model: GeoSphere (2.5 km, Central Europe), MeteoSwiss (2 km, Alpine region), Météo-France (2.5 km, France), or Open-Meteo (~11 km, global)
  • Falls through to the next provider on API failure for resilience
  • Lapse-corrects temperatures to summit elevation using model terrain derived from surface pressure (-6.5 °C/km)
  • Scores each hour against alpine climbing thresholds and identifies contiguous good-weather windows
  • Serves an interactive UI (React, uPlot charts) as an MCP App resource with horizon tape, mountain profile, and Ventusky-style chart panels

Requirements

This is an MCP App — it requires an MCP host that supports the Apps protocol to render its interactive UI. Compatible hosts include:

  • Claude Desktop (macOS / Windows)
  • ChatGPT (via OpenAI Apps SDK)
  • Any chat client implementing the MCP Apps spec

The server runs as a standard MCP server over stdio or SSE. The rich UI (charts, horizon tape, mountain profile) renders inline in any compliant host. Without one you still get the scored text output.

Live UI demo — fetches real forecasts in the browser; pick any peak to see its scored windows and real DEM silhouette.

Setup

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "peak-window": {
      "command": "npx",
      "args": ["-y", "peak-window", "--stdio"]
    }
  }
}

Then ask Claude something like: "What's the best weather window to climb Großglockner this week?"

HTTP server

npx peak-window        # starts on http://localhost:3001/mcp

Development

git clone https://github.com/ByteOverDev/peak-window-mcp-app.git
cd peak-window-mcp-app
npm install
npm run dev            # hot reload (UI + server)
npm run serve:stdio    # stdio transport

MCP tool

peak-window — provide lat, lon, and optionally peakName and summitElevationM. Returns scored hours, top weather windows, and a full time-series payload rendered by the embedded UI.

Data sources

| Provider | Resolution | Coverage | Via | |---|---|---|---| | GeoSphere Austria | 2.5 km | Central Europe (5.5–22.1°E, 43–51.8°N) | Direct API | | MeteoSwiss ICON-CH2 | 2 km | Alpine region (0.5–16.5°E, 43–49.9°N) | Open-Meteo | | Météo-France AROME | 2.5 km | France & surrounds (-9–14°E, 38–55°N) | Open-Meteo | | Open-Meteo | ~11 km | Global | Direct API |

See related servers & alternatives →

Related MCP servers

Browse all →

Related guides

Hand-picked reading to help you choose and use AI & ML servers.