"AWS instance metadata service endpoint URL" matching MCP servers:

Exposes weather, air quality, traffic, transit, parking, POI and government service guide tools over MCP stdio, backed by a real API → cache → seed data fallback chain. Enables multi-agent city service Q&A without requiring any API key to run.

Enables agents to discover and invoke travel recommendations with partner-specific caps and exclusions via MCP JSON-RPC.

MCP server that provides direct access to real-time UAE property data, retail products, and travel pricing through task-shaped tools, normalizing inconsistent API responses and resolving location IDs.

Enables a conversational AI voice agent to handle airline customer-service tasks such as authenticating callers, retrieving booking details, listing alternative flights, rebooking, and sending confirmation emails.

MCP server for agentic travel recommendations, exposing tools to retrieve member profiles and personalized travel recommendations with partner-specific rules and policies.

Provides a unified MCP interface to multiple utility services including transportation info, mindful sentences, weather forecasts, emoji oracle, timestamps, fortune cookies, and lucky numbers.

Enables cab booking and management through natural conversation, allowing users to book rides, cancel bookings, and view driver details. Works with Google Maps MCP to provide comprehensive travel planning with automatic route optimization and cab arrangements between destinations.

Express-based API for Lviv transport timetable data with a read-only MCP endpoint.

The world railway atlas as read-only MCP tools: search 744+ legendary train routes (high-speed, classic, night, scenic) and get per-route facts, rankings and journey times. Runs from the repo's open dataset (CC BY 4.0); a free hosted endpoint is also live at https://trainrouter.com/mcp.

Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use by large language models.

Live Japan seasonal travel data from Japan Meteorological Corporation. 12 tools covering cherry blossom (sakura) forecasts, autumn leaves (koyo), fruit picking, flowers, festivals, and 3-day weather. 1,700+ GPS-tagged spots updated daily at 9AM JST. Works via npx or hosted HTTP endpoint — no auth required.

Enables users to find bus stops, check upcoming real-time or scheduled arrivals, inspect line routes, view live vehicle positions, and review active service alerts for Greater Lisbon's metropolitan bus network.

Vacation rental software. A signed stay offer on the host’s own domain. Use this when a vacation rental host wants booking software on the host’s own domain, or when a stay offer must be verified against that domain. Returns an Ed25519-signed offer (VRP) and the host’s direct booking URL. The guest books and pays the host. Do not use to compare hosts or prices.

Enables booking premium private chauffeur transfers in Paris and across Europe directly from AI agents. Provides tools to list vehicles, get quotes, book rides, and retrieve service information.

An MCP server that lets users find nearby shops and POIs around a location and find targets such as gas stations or charging points within a given radius along a driving route, using the Amap (Gaode) Web Service API with built-in API key entry and validation.

Unofficial MCP server for Yahoo! Transit that provides Japanese train route search (including last/first train), real-time service disruption info, and station timetables as MCP tools.

MCP server that exposes any Pumperly instance to LLMs, enabling real-time fuel price queries, station search, route planning, and geocoding.

MCP server for querying Austrian train data including stations, departures, connections, and service alerts via the OEBB API.

MCP server for trustcar.info, a Ukrainian license-plate lookup and driver review service. It provides tools to look up vehicle details, recent plates, and post reviews.

Provides tools for AI agents to query live public transport data for GZM (Silesian Metropolis) including vehicle positions, trip updates, service alerts, and next arrivals.

Enables LLM clients to search stops, plan journeys, check live departures, service alerts, nearby locations, and vehicle positions using Transport for NSW open data, with per-request API key authentication.

Minimal read-only MCP server that lets you query a Dawarich instance for stats, timeline, visits, points, track details, exports, reverse geocoding, and journey summaries.

A Model Context Protocol server for Toronto Transit Commission (TTC) that exposes subway, streetcar, and bus schedules, real-time arrivals, vehicle positions, and service alerts, plus multi-modal trip planning.

A Model Context Protocol (MCP) server that wraps the Amap (高德地图) Web Service APIs, giving AI assistants like Claude Code 9 map tools: geocoding, route planning (driving/transit/walking/cycling), POI search, nearby search, distance measurement, and IP location.

MCP server exposing Google Maps Platform to MCP clients with seven tools for geocoding, place search/details, traffic-aware travel times, and time zones. Runs as a local stdio server or a containerized HTTP service with bearer auth, needing only a single API key.

Connects AI assistants to live public transport data across Great Britain, enabling searches for stops and stations, real-time bus and rail departures, live vehicle positions, service disruptions, and door-to-door journey planning. All tools are read-only and require an API key.

Official 14-endpoint Indian Railways MCP Server powered by irctc.dev. Connects Cursor, Claude Desktop, and Windsurf to live GPS train tracking, 14-day seat availability calendar, post-charting vacant berths, and PNR status.

Enables MCP clients to look up live arrivals, date-aware schedule fallbacks, service alerts, vehicle positions, and an offline stop/route index for public transport in Timișoara, served over stdio or Streamable HTTP. Results come back as typed envelopes with explicit provenance, staleness, and structured errors.

Enables real-time bus and light rail departure lookups, route and station search, and service alerts for Minneapolis–Saint Paul Metro Transit through MCP.

An open-source MCP server that exposes the Amadeus Self-Service APIs as tools for flight status, delay prediction, flight search, passenger rights, and disruption handling.