"Startups in AI, Large Language Models, and AI Agents" matching MCP servers:

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

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 weather intelligence MCP server providing current conditions, forecasts, historical data, agricultural alerts, and severe warnings.

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

MCP server providing weather lookup, semantic search over personal notes (RAG), and image generation tools for any MCP client like Claude Desktop.

MCP server for DMAP-AI drought monitoring and SPI drought analysis using NASA POWER and ERA5-Land/CDS data.

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

Provides tools for weather, GitHub issues, and Slack messaging to MCP-compatible AI assistants.

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.

Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single endpoint, designed to onboard developers to Mindset AI's MCP integration.

Provides personalized travel recommendations by analyzing climate, currency exchange rates, safety, and budget constraints through AI agents and multiple public APIs.

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.

Provides 25 geophysical intelligence tools for multi-hazard risk scoring, earthquake/volcano/tsunami/sinkhole prediction, weather intelligence, insurance underwriting, climate migration, and parametric triggers.

An AI-powered office assistant using LLM, RAG, and MCP tools to answer weather queries, retrieve information from documents, and automatically generate Excel and Word reports.

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.

MCP server offering travel planning tools such as destination search, weather lookup, attraction discovery, and budget estimation.

MCP server providing tools to chat with an AI agent, fetch weather data, and monitor agent status via the Model Context Protocol.

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.

An advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.

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