"Multi-agent AI systems for collaborative code development" matching MCP servers:

Provides 7 tools for weather (geocoding, current conditions) and country data (capital, currency, population, dial code, flag) via Open-Meteo and CountriesNow APIs, designed for multi-agent AI systems.

FastMCP server offering weather and news lookup tools, demonstrating MCP integration with a LangGraph multi-agent research workflow.

MCP server for checking historical weather data for cities using OpenWeather API. Exposes a get_historical_weather tool.

A FastAPI application that hosts multiple MCP servers for weather, news, currency, and quotes APIs.

An MCP server that exposes geocoding, current weather, and multi-day forecast as typed, structured tools for AI agents via the Open-Meteo API.

Lightweight MCP server that exposes tools for system information and weather lookup, designed for agent integration via stdio.

A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.

Enables Alexa+ to answer conversational weather queries by retrieving current conditions, forecasts, alerts, and historical data from Open-Meteo, NWS, and simulated IoT sensors stored in SQLite.

A collection of MCP servers that connect AI assistants to Spanish open government data, including statistics, legislation, land registry, and weather forecasts.

Enables querying and comparing operational numerical weather models, including global and regional, deterministic and ensemble, physics-based and AI forecasts, with a unified API.

Production-ready MCP server for AI agents — web search, content extraction, screenshots, weather, finance, email validation, translation, and IP geolocation.

Enables MCP clients to access 21 read-only tools for local travel planning, including trip and itinerary validation, budget calculation, booking requirements, integration provider status, flight/train/accommodation/activity searches, route/weather/currency lookups, and travel source search.

A Python MCP server with JWT authentication and sample tools (weather + Bitcoin price), plus an AI agent that uses OpenAI to reason about and call those tools.

An AI-powered travel planning assistant that fetches live weather, generates packing suggestions, and provides travel recommendations.

Enables checking live tide, swell, and wind data for La Jolla surf spots, with an AI agent that makes judgment calls like a local surfer.

Provides current weather, multi-day forecasts, and umbrella recommendations through natural language queries, using the Open-Meteo API with no API key required.

Enables users to query real-time weather data for Israeli cities using natural language, automatically scraping a weather website via Playwright and returning AI-generated answers.

Enables travel-related queries and planning including weather, train and flight information, itinerary generation, and travel knowledge retrieval via RAG, using an AI agent with MCP protocol.

Provides six general-purpose utilities (geocoding, reverse geocoding, weather, web search, URL-to-Markdown, secure random) as paid MCP tools, with each call costing $0.01 USDC on Base mainnet.

Free travel utilities plus live x402 travel itelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.