"Understanding Task Analysis, Splitting, and Execution Strategies" matching MCP servers:

A local MCP server that integrates FastMCP with OpenAI to enable natural language queries for current weather, forecasts, and currency conversion using ExchangeRate-API and Open-Meteo.

Enables AI to read live weather data and manage a persistent to-do list through MCP tools, demonstrating both read and write capabilities without API keys.

Provides access to Hong Kong climate and weather data from the Hong Kong Observatory, including current conditions, forecasts, warnings, tides, and more.

An MCP server that provides real-time weather alerts, forecasts, stock market data, and news information through various API integrations.

Enables real-time weather lookup for any location via MCP, returning concise summaries from wttr.in.

Provides five utility tools: weather information, calculator, currency converter, timezone information, and unit converter.

Demonstrates OAuth2/OIDC authentication for MCP servers using Asgardeo, with JWT validation and a sample weather tool to showcase secured API access.

Provides real-time US weather data for AI assistants via MCP, including current conditions, forecasts, alerts, severe weather outlooks, radar, upper-air analysis, and surface analysis. Supports optional personal weather station integration.

One-call Australian weather plumbing for current and historical data — cited responses for practical analysis, not a data broker.

Provides 22 geospatial tools for coordinate conversion, geocoding, routing, terrain analysis, weather, and radio link planning, all without requiring API keys.

A Model Context Protocol server that provides real astronomical data (planetary positions, lunar phases, space weather) with astrological interpretations to help users make decisions about deployments, incident analysis, and scheduling.

MCP server for birding trip planning with migration forecasts, hotspot analysis, and daily email briefings, integrating eBird, BirdCast, NWS, and iNaturalist data.

A comprehensive MCP server providing tools for real-time, forecast, and historical weather data, alongside air quality, marine conditions, and climate projections. It also includes geocoding services to search for locations and retrieve precise coordinates for environmental analysis.

Provides 14 comprehensive tools for geocoding, navigation, and visual mapping using Google Maps APIs. It also offers detailed environmental data including weather forecasts, air quality indices, and solar irradiance for location-based analysis and trip planning.

Enables weather data retrieval and analysis through an MCP server interface with support for local file operations.

Agricultural intelligence MCP server providing soil analysis, crop recommendations, weather forecasts, and environmental impact assessment.

A travel planning MCP server that supports flight search, weather (including cherry blossom forecasts), exchange rate queries, and trip planning. It specializes in Japan travel from Shenzhen/Hong Kong, providing optimal date analysis and multi-day itinerary suggestions.

Enables users to work out soil, mulch, compost, topsoil and potting mix volumes and bag counts for beds and pots, compare bagged versus bulk costs at their own prices, check what to sow each month, and see how often a town has had frost after Melbourne Cup Day. It runs as a read-only, stateless MCP server that connects directly inside Claude, ChatGPT, Cursor and VS Code.

Provides weather data, analysis, and report saving through MCP tools, with a Next.js chat interface.

EU Crop Intelligence MCP Server — Yield forecasts, weather analysis, and phenology models for 15 countries. AI agent-native, multi-source intelligence (NASA POWER, Eurostat, Open-Meteo).