"Understanding Inference Models" matching MCP servers:

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.

MCP server that gives Claude access to Dutch mobility data via Studio Bereikbaar's OGC API, enabling querying of travel surveys, traffic models, and accessibility maps.

A Model Context Protocol server that allows large language models to search for and analyze Chinese railway (12306) tickets through a simple API interface.

Enables language models to interact with a taxi service backend through MCP tools, providing read-only access to reference data and authentication status.

A Model Context Protocol server that provides real-time access to Hong Kong's KMB and Long Win Bus route information and arrival times, enabling Language Models to answer user questions about bus routes, stops, and ETAs.

An MCP server for Swiss Federal Railways (SBB) open data, enabling AI models to query real-time disruptions, passenger frequencies, station details, and more without an API key.

Enables Large Language Models to access real-time data on Vilnius public transport stops and routes through the Model Context Protocol.

Integration platform for aviation data sources including weather, NOTAMs, airport information, and flight planning APIs, enabling comprehensive pre-flight preparation and in-flight decision support.

RollingGo MCP is a high-performance hotel search and recommendation service built on the MCP (Model Context Protocol) standard. It connects large language models with a massive database of domestic and international hotel data, providing real-time structured hotel search capabilities for AI assistants, agents, travel planning tools, or IDE plugins like Cursor/Windsurf.

Enables any MCP-compatible assistant to plan sailing passages using wind and sea forecasts, with boat-specific polars, per-leg ETAs, complexity scores, and deep links to interactive plans. Works globally, with higher-resolution models over France, and supports multi-day departure window comparisons.

Gives language models weather tools for place search, multi-day forecasts, and location comparison, with no API key or configuration required.

An unofficial MCP server for A Better Routeplanner that enables EV route planning with charging stops, charger search, vehicle models, and live telemetry using the ABRP API.

This server enables large language models to access and interact with real-time transport alerts from Transport for NSW's network, supporting filtering by transport mode and returning formatted alert information about disruptions and planned works.

Enables flight search and date parsing using Amadeus API and Google Gemini, with natural language understanding.

Local MCP server that exposes fleet telemetry queries as tools for language models, enabling natural language questions about vehicle positions, trips, and alerts. Runs on the operator's machine and returns aggregated results from a SQLite database.