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    Enables satellite imagery analysis through Google Earth Engine, allowing users to search datasets, calculate vegetation indices like NDVI, filter collections by location and date, and export imagery to cloud storage. Supports major satellite datasets including Sentinel-2, Landsat, and MODIS for applications like agriculture monitoring and deforestation tracking.
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    maintenance
    Enables local AI-powered retail location intelligence by exposing database schema and spatial query tools to LLMs. It supports executing validated SQL, retrieving example spatial analyses, and generating strategic business insights from retail siting data.
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    Enables AI assistants to authenticate against a cloud geospatial analysis platform, search and inspect its datasets, render them as maps, and compute statistics over specified regions. It exposes these capabilities as MCP tools that can be dropped into any Next.js project via a route-based adapter.
    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%
    19 PyPI
    4
    AGPL 3.0
  • A
    license
    A
    quality
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    Enables AI agents and hackathon teams to query Glendale, California hazard zones and city GIS data by address or coordinates, including nearby resources and dataset metadata for emergency-preparedness applications.
    12
    2
    GPL 3.0
  • F
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    quality
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    An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service, allowing LLMs to locate river mile markers on navigable U.S. rivers and answer 'what river mile am I at?' questions.
    3
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  • F
    license
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    Provides Yelp Fusion API access through MCP tools and resources for searching businesses, getting reviews, and more.
    5
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    Enables discovery and scoring of independent local businesses by inverting algorithmic rankings that favor chains, using Google Places API with an opinionated independence-scoring engine.
    5
    Apache 2.0
  • F
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    A production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources, prompts, and structured output.
    2
    2
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  • F
    license
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    quality
    C
    maintenance
    Exposes Brazilian public data — postal codes (CEP), company registrations (CNPJ), CPF/CNPJ validation, banks, national holidays, municipalities, and DDD area codes — as MCP tools and resources, backed by BrasilAPI, ViaCEP, and IBGE with caching, fallback, and rate limiting. Any MCP client such as Claude Desktop or Claude Code can query and validate this reference and registration data through natural language or programmatic calls.
    1
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    Unified place search and geocoding over OpenStreetMap, Google, and your own CSV data. Provider fallback, multi-provider merge + dedup, cost budgets, and a policy engine. Works with zero API keys. Tools: search_places, get_place, geocode_address, reverse_geocode, list_geo_providers.
    10
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to retrieve Italian Alpine and Apennine hiking data, including numbered trails, refuges, avalanche bulletins, and mountain weather forecasts, through MCP tools, resources, and prompts.
    9
    37 PyPI
    1
    MIT
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    quality
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    maintenance
    Provides seamless access to TomTom's location services including search, routing, traffic and static maps data, enabling easy integration of precise geolocation data into AI workflows and development environments.
    14
    782 npm
    57
    Apache 2.0