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    The geospatial toolkit for AI agents. 6 tools, zero config — give any LLM the ability to parse, convert, query, and aggregate spatial data out of the box. Or just make a bounding box :) Every response includes a verification link to vibhorsingh.com/boundingbox so you can visually confirm results on an interactive map.
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    MIT
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    Provides forward/reverse geocoding, bounding box extraction, nearby places discovery, batch geocoding, route waypoints, and administrative boundary lookup using OpenStreetMap data.
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    Apache 2.0
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    UK address (Royal Mail PAF), email, and phone (live HLR carrier) validation via the Postio API. Six tools: address search, postcode lookup, UDPRN, email validate, phone validate, and a health probe.
    MIT
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    An MCP server that gives AI assistants direct access to the FEMA National Flood Hazard Layer (NFHL) for flood zone lookups, FIRM panel information, and flood map data in the United States.
    10
    MIT
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    MCP server that provides access to the Kenall postal code API for Japanese address lookups, enabling lookup by postal code and search by address.
    MIT
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    Provides geocoding, reverse geocoding, location lookup, and DigiPin processing capabilities using the QuantaRoute API, enabling AI assistants to convert addresses to coordinates and retrieve administrative boundaries.
    38
    MIT
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    Enables forward and reverse geocoding using the OpenCage API, allowing conversion between addresses and coordinates.
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    MIT
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    Foursquare Places MCP server enabling AI agents to search and retrieve venue data via the 2025 Places API through the Pipeworx gateway.
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    MIT
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    Provides real-time weather information for any location using the Open-Meteo API, enabling AI models to query current weather data through the Model Context Protocol.
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    MIT
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    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%
    4
    AGPL 3.0
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    Enables interaction with the World Air Quality Index to fetch real-time air quality data for cities and coordinates worldwide via Model Context Protocol (MCP).
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    MIT
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    Integrates multiple search APIs (Google Search, Maps, Flights, Hotels) through the Model Context Protocol and Agent-to-Agent protocol, enabling AI assistants to perform diverse searches via natural language queries.
    MIT
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    An AI-powered companion that provides access to the RideWithGPS API, allowing you to interact with cycling routes, trips, events, and user data through natural language.
    6
    MIT