"Understanding RAG (Retrieval-Augmented Generation or related topics)" matching MCP servers:

MCP server platform enabling agents to self-register and access geo MCP tools (read-only geo_entities) plus hello ping services via a public MCP endpoint.

Enables users to get real-time weather information for Israeli cities through MCP tools, using Playwright to scrape live data and provide it to the language model.

A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.

Enables interaction with the Polish National Register of Borders (PRG) data, currently providing health status monitoring and a server skeleton for future data retrieval features.

MCP server that provides household waste collection schedules for Horsens Kommune, Denmark, allowing address search and retrieval of next collection dates or calendars.

Enables natural language search and retrieval of data from Japan's Ministry of Land, Infrastructure, Transport and Tourism (MLIT) Data Platform, including location-based queries, attribute filtering, and data visualization capabilities.

MCP server that provides AI assistants access to Oklahoma Corporation Commission public GIS datasets, enabling dataset search, layer metadata retrieval, and attribute/spatial queries on ArcGIS Hub data.

Minimal MCP server exposing Espaciarte's public space discovery API to AI clients, enabling geo-search and retrieval of published space details.

Enables search and retrieval of travel data from TripAdvisor, including hotels, restaurants, and attractions, with details, photos, and reviews.

Enables AI assistants to query French public open data through read-only tools: geocoding and reverse geocoding of addresses, company lookups by name, address, leader or SIREN, and commune listings by name, postcode or département. It wraps free, keyless government APIs (IGN Géoplateforme/BAN, Recherche d'entreprises/SIRENE, geo.api.gouv.fr) over stdio or Streamable HTTP with validated inputs and rate limiting.

Enables read-only lookups of state septic licensing agencies with their official verification URLs, searches of license-matched septic contractors by state, city, county, zip or service, and retrieval of sourced septic cost guides. Every response carries a thesepticguide.com source link, requires no API key, and reports its snapshot date.

Provides comprehensive geospatial analysis capabilities through Turf.js, enabling spatial measurements, geometric operations, coordinate transformations, and geographic data processing. Supports over 100 geospatial functions including distance calculations, spatial relationships, buffer operations, and grid generation.

Enables answering business questions about Spanish places by resolving place names and returning population, household and income statistics down to municipality, district and census tract level from official INE data, cross-checked between sources with province, region and country benchmarks. Every figure is delivered with its publisher, dataset id, data year and retrieval date, alongside caveat checks for suppressed, stale, thin-sample or estimated values.

Provides Canadian tide predictions from the IWLS API, enabling retrieval of 7-day tide forecasts and station listings for monitoring stations across Canada.

An MCP server that provides offline access to ZIM file archives, including Wikipedia, medical knowledge, and maps. It dynamically exposes tools like search, article retrieval, and driving route planning based on available ZIM files.

An AI-powered travel planner MCP server enabling flight and hotel search, weather forecasts, point-of-interest discovery, itinerary generation, and budget management.

Provides IP address geolocation and related info via an API, with MCP server integration for easy use in AI tools.

Enables read-only search and spatial analysis across all six Overture Maps themes, with tools for catalog/schema inspection, feature retrieval, spatial joins, summaries, nearest queries, ID resolution, and release comparisons.

MCP server providing comprehensive Leaflet.js documentation, code generation for maps, markers, layers, GeoJSON, choropleth, and debugging tools.

Enables LLMs to perform travel-related tasks by interacting with Google Maps and travel planning services including location search, place details, and travel time calculations.

Provides access to Google Maps API functionality including places search, geocoding, directions, distance matrix, elevation data, and static map generation through the MCP interface.

MCP server for FlightAware AeroAPI that enables live flight tracking, airport boards, operator and aircraft lookup, schedule retrieval, and flight alert management via natural language.

Provides weather forecast data for locations in China using the HeFeng Weather API, with real-time, hourly, or daily forecasts and location-based queries.

Enables route planning and transit information retrieval for Japan using the public Transit API. Supports searching stations, planning routes, and checking departures.

A Model Context Protocol server that provides weather information and forecasts based on user location or address input.

Provides weather alerts and forecasts via the National Weather Service API, enabling Claude to answer weather-related queries.

Enables MCP clients to use DataCore's data skills as native tools for Vietnamese address normalization, address validation, company lookup, and text embedding generation, all with read-only access.

Enables retrieval and filtering of Indiana Bureau of Motor Vehicles (BMV) locations, including branches, self-service kiosks, and motorcycle training sites.

Enables LLMs and autonomous agents to access live global weather consensus, storm and seismic monitoring, space weather, webcam search, and tactical SITREP generation, plus sub-5ms local queries across 1M+ spatial sensor nodes in SQLite.

Enables discovery and retrieval of owner-verified local business intelligence, buyer-intent rankings, factsheets, and newsroom content across supported US metros through remote MCP tools.