"Exploring GraphRAG and HybridRAG" matching MCP servers:

Enables users to check Google organic, map pack, and local finder positions for keywords across specified locations, returning per keyword/location rows with ratings, competitors, and rank changes. It runs searches from each location via Apify and can track history with a state key.

An MCP server for exploring British and Irish hills (Munros, Wainwrights, Corbetts, Marilyns) with offline search, nearby hills, and detailed hill data, no API key required.

Enables AI assistants to validate and standardize US addresses using the official USPS Address Validation API with secure OAuth2 authentication.

An MCP server that enables interaction with the Strava API v3 to manage fitness activities, athlete profiles, segments, and routes. It supports retrieving detailed performance metrics, exploring geographic data, and managing club information through natural language.

Enables querying and searching for real estate listings, complexes, prices, and school information from Naver Land (Korean real estate platform) through a set of MCP tools. Supports region hierarchy navigation, coordinate-based search, and various trade types like sale, jeonse, and monthly rent.

Enables searching RescueGroups.org for adoptable animals by species, postal-code radius, breed, and traits, and exploring the rescues/shelters that list them, including full details, photos, contact info, and adoption process.

Enables querying and exploring ArcGIS geospatial data from Town of Oro Valley, Arizona, including parcels, zoning, and city services.

Enables searching and exploring the AWS re:Invent 2026 session catalog by keyword or natural-language meaning, along with venue travel estimates and official AWS event links.

A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%

Enables querying global transit data including agencies, routes, stops, and departures through a GTFS aggregator.

Enables querying and exploring the City of Worcester's open data portal (ArcGIS Hub) through natural language, including dataset search, type filtering, schema inspection, spatial point-in-polygon queries, and geocoding.

Enables querying and exploring City of Austin open geospatial data (parcels, zoning, transport, parks) via ArcGIS, with tools to search datasets, query layers, and retrieve schema info.

Enables users to compute point-to-point distances, filter and rank comparable sales, and generate transparent parcel value estimates with intervals and confidence from supplied JSON data via MCP tools or CLI.

Enables querying and exploring City of Eagan open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, supporting dataset search, layer query, and schema inspection through natural language.

Enables exploring recent USGS earthquakes by magnitude, depth, place, and time range through an interactive map widget, along with detailed event records and impact/reconstruction assessments.

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.

Enables spatial analysis of large remote GeoParquet files directly from object storage without downloading or importing data, using DuckDB's predicate and projection pushdown to answer queries efficiently.

MCP server that resolves postal/ZIP codes to place names, states, and coordinates using Zippopotam.us. Free, no API key required.

Turn GPS coordinates into place name, category, and live opening hours via OpenStreetMap. Works in Claude, Hermes Agent, OpenClaw, and any MCP client.

Enables AI agents to answer civic questions about Virginia state, county, and municipal public data, including zoning, parcel, boundary, and Code of Virginia lookups, with provenance on every answer.