"Notes or documentation related to 'rag'" 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.

Enables AI assistants to query live arrivals, vehicle positions, routes, stops, and timetables across the Athens public transport network, with stop lookups by name or coordinate in Greek or Latin script. Results cover OASA buses, trolleys, metro, and tram, falling back to cached reference data when the upstream API is unreachable.

Enables AI assistants and applications to search, retrieve, batch-fetch, browse, and extract code examples from live Maps SDK and Cloud REST API documentation, with cross-SDK lookup and recency tracking.

Provides Open-Meteo weather tools that return both structured forecast data for the model and a weather card (image link or text) for the user, plus geocoding of place names to coordinates. Requires no API key and works over stdio or streamable HTTP.

Connects AI tools to the ViaCEP API, allowing natural language queries for Brazilian addresses by CEP or address details.

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 AI tools to open the macOS Maps app and search for places or addresses through a single MCP tool, without requiring a Maps API key.

An MCP server providing geocoding and place discovery services via Nominatim and OpenStreetMap. It enables users to perform forward and reverse geocoding, extract bounding boxes, and find nearby places or administrative hierarchies.

Enables AI tools to query Brazilian addresses by CEP or search CEPs by address via the ViaCEP API.

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

Enables AI assistants to query documentation, API references, code examples, and live ICGC style/layer configuration for building maps with mapicgc-gl-js. It also exposes changelog and README resources plus a map-creation prompt.

Enables users to look up IATA city or airport codes, find the cheapest flights by route and date or month, view minimum daily prices and cheapest days, and discover budget destinations from a city using Aviasales/Travelpayouts cached fare data.

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

Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.

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.

Enables integration with Mapbox API for navigation and location services, including directions between coordinates or places, travel time/distance matrices, and geocoding to search places and convert addresses to coordinates.

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

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

MCP server for managing event spaces, hotels, and party venues in Saga Prefecture, Japan. Enables searching, creating, updating, and deleting venues, announcements, release notes, and performing administrative tasks via natural language.

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

Enhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications.

Enables AI assistants to search local businesses in the Western Cape by category, town or name, read menus and price lists, and view public business details. Users can also start a quote, booking or order request that they finish in WRDO.

PositionGuard: read-only MCP server for area-level presence. Ask who in your PositionGuard groups is at an area like home, school or the club. Members opt in; anyone who hasn't is reported as unknown, never away. Returns area names and counts, never coordinates or history. Use it with an Assistant key from dev.positionguardai.com, or connect to the hosted connector at https://mcp.positionguardai.c

Enables AI agents to query live ADS-B flight data, including aircraft currently flying near a given latitude/longitude, individual airframes tracked by ICAO hex address or callsign, and military or government aircraft transmitting worldwide. Each tool returns real-time positions with altitude, ground speed, heading, and vertical rate rather than schedules.

Enables MCP clients, the command line, and Python to find restaurants and check read-only table availability across SevenRooms, TableCheck, ResDiary, and other booking systems. It returns provider booking links and prefilled pages without booking, holding, or cancelling tables.

A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.

Enables Claude or any MCP-compatible agent to view, build, and edit Wanderlog trip itineraries through conversation — adding places, notes, hotels, transit, car rentals, checklists, budgets, and custom sections.

Enables AI assistants to access verified city food trails, ranked dish recommendations, GPS stops, and mobile navigation deep links across 17 global culinary capitals. Supports listing cities, retrieving curated 5-stop walking itineraries, finding top dishes, and generating iOS or web trail links.

Enables access to Thailand public data without an account or API key, covering weather, maps, places, hazards, finance, and more via live no-key JSON APIs.