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    Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.
    7
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    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    5
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    Enables AI assistants to scrape Google Maps business data (names, addresses, phones, emails, websites, ratings, etc.) through natural language queries, with tools for synchronous and asynchronous scraping and credit checking.
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    3
    MIT
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    Provides comprehensive weather data (forecasts, historical, air quality, marine) from Open-Meteo through 12 tools, with support for single and batch location queries.
    12
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    Apache 2.0
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    Provides spatial context and geographic data access for LLMs through France's Géoplateforme services, including geocoding, altitude queries, administrative boundaries, cadastral data, and vector data exploration.
    10
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    25
    MIT
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    Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes the live Pro session as MCP tools (ping, zoom_to, query, run_gp, export_layout) so an agent drives the running project while you watch.
    4
    6
    57
    PolyForm Noncommercial 1.0.0
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    Access French geographic data from IGN (Institut national de l'information géographique et forestière) including cadastral parcels, agricultural land registry, protected natural areas, urban planning zones, and wine appellations through natural language queries.
    9
    9
    MIT
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    Provides real-time South African load shedding data through the EskomSePush API. Enables users to check current load shedding stages, monitor API usage, and access area-specific schedules and searches with natural language queries.
    5
    5
    MIT
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    MCP server providing structured access to OpenStreetMap data through Overpass and Nominatim APIs, enabling geocoding, nearby place searches, element queries, and tag counting without API keys.
    7
    MIT
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    Enables Claude Desktop to view and interact with the currently open QGIS project, including layers, styling, selections, Processing algorithms, attribute editing, and geocoding, all running locally.
    10
    GPL 2.0
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    Enables AI assistants to interact with 3DCityDB v5 through natural language, dynamically resolving object classes, properties, and codelists to answer spatial questions and execute SQL queries on CityGML data.
    14
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    Apache 2.0
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    Provides location-based place recommendations in South Korea using the Kakao Map API, optimized for Korean language queries. Supports recommending various places like restaurants, shops, public facilities, and tourist attractions based on user queries.
    1
    16
    MIT
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    Enables IP address location and latitude/longitude address queries, providing detailed geographic information such as country, province, city, and district.
    2
    10
    MIT
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    A Model Context Protocol server that connects Large Language Models to the GeoServer REST API, enabling AI assistants to query and manipulate geospatial data through natural language.
    9
    87
    MIT
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    Enables access to GVA GIS (Generalitat Valenciana) geographic data through ArcGIS REST API, allowing queries, filtering, and exporting of land activity information in the Valencian Community.
    4
    MIT