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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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  • F
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    B
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    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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  • A
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    C
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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
  • A
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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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    Provides Yelp Fusion API access through MCP tools and resources for searching businesses, getting reviews, and more.
    5
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  • A
    license
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    quality
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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
    license
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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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  • A
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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
  • A
    license
    A
    quality
    A
    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
    326 npm
    57
    Apache 2.0
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    B
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    Enables natural-language interaction with geospatial data from the State of Alaska Geoportal, allowing users to query and work with ArcGIS Online resources through an MCP-compatible interface.
    MIT
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    Enables an AI agent to scout local businesses, instantly re-rank cached leads under new scoring weights, explain each score variable by variable, run one-off website audits, and generate ready-to-send outreach pitches or WhatsApp openers from natural language. It exposes the same discovery/scoring engine as the CLI, so results can be listed, scored and opened in a dashboard without leaving the chat.
    1
    MIT
  • A
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    A
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    Provides complete world location data (countries, states, cities) as an MCP server for AI assistants, enabling search and retrieval of geographic information through 11 tools and 5 resources.
    290 npm
    1
    MIT
  • A
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    quality
    C
    maintenance
    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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    D
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    Enables deploying an Earth Engine MCP server in Docker, integrating with Claude Desktop to perform geospatial analysis using 11 Earth Engine tools for tasks like wildfire risk, flood risk, and agricultural monitoring.
    22 npm
    1
    MIT
  • A
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    C
    maintenance
    A no-API-key-required MCP server that wraps Open-Meteo APIs to provide geocoding and weather forecast data, enabling city lookups and multi-day forecasts through tools, resources, and prompts.
    MIT
  • F
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    quality
    B
    maintenance
    Enables agents to query live surf-break conditions, run what-if tide and engine evaluations, and create, update, log, export, or verify sealed session records through typed JSON-RPC tools.
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