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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
    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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  • A
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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
  • F
    license
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    B
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    Enables conversational spatial SQL queries in plain English, turning natural language questions into validated PostGIS operations and rendering results as GeoJSON on an interactive map.
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  • A
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    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.
    8
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Turn GPS coordinates into place name, category, and live opening hours via OpenStreetMap. Works in Claude, Hermes Agent, OpenClaw, and any MCP client.
    1
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.
    5
    279 npm
    18
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables turning data into map images of countries, states, provinces, counties, continents, and the world, including choropleths, category maps, and pinned locations.
    3
    38 npm
    1
    MIT
  • A
    license
    A
    quality
    B
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    Enables agents to turn structured data into production-ready static maps, returning rendered PNG and SVG URLs along with an editable map link.
    4
    247 npm
    4
    MIT
  • A
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    A
    quality
    C
    maintenance
    Normalizes and verifies Japanese postal addresses, splitting messy strings into structured fields with geolocation and verification.
    1
    MIT
  • A
    license
    A
    quality
    D
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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
  • A
    license
    A
    quality
    D
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    Provides comprehensive geospatial analysis capabilities through Turf.js, enabling spatial measurements, geometric operations, coordinate transformations, and geographic data processing. Supports over 100 geospatial functions including distance calculations, spatial relationships, buffer operations, and grid generation.
    100
    MIT
  • A
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    quality
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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
    Finds the clearest Sentinel-2, Landsat, Sentinel-1, or NAIP scene for any location and time, ranked by area coverage, cloud cover, and date, with previews and band download links.
    2
    MIT