How does it interact with blockchain data?

It integrates with Dune.xyz to fetch wallet and transaction data, which it then maps to physical geographic coordinates for spatial analysis.

Do I need a cloud GPU to use this skill?

No, this skill is specifically designed for local execution on Apple Silicon (M-series chips) to provide private and efficient spatio-temporal inference.

What is OlmoEarth MLX?

OlmoEarth MLX is a specialized capability for Claude Code that runs AI2's planetary intelligence foundation models locally on Apple Silicon using the MLX framework.

What is GeoACSet materialization?

It is a mathematical framework used by the skill to organize geographic and crypto data into a structured hierarchy (Regions, Districts, Parcels) for advanced spatial reasoning.

What satellite data sources are supported?

The skill utilizes Sentinel-2, Sentinel-1 SAR, Landsat historical data, WorldCover classes, OpenStreetMap rasters, and SRTM elevation maps.

OlmoEarth MLX Spatio-Temporal Intelligence

Name: OlmoEarth MLX Spatio-Temporal Intelligence
Author: plurigrid

byplurigrid

•

Data Science & ML

Analyzes planetary intelligence and crypto-geographic data using AI2 OlmoEarth foundation models optimized for Apple Silicon.

OlmoEarth MLX brings advanced spatio-temporal foundation models to Claude Code, specifically optimized for high-performance inference on Apple Silicon hardware. This skill bridges the gap between decentralized blockchain activity and physical geography by integrating Dune.xyz analytics with planetary observation data from Sentinel and Landsat. It enables sophisticated categorical spatial reasoning via GeoACSet materialization, allowing developers to map wallet interactions, infrastructure impact zones, and geographic value extraction (WEV) for protocols like Filecoin and FVM.

Key Features

01Impact zone identification for decentralized infrastructure and Protocol Labs hubs

028 GitHub stars

03Multi-modal satellite data integration including Sentinel-2 L2A and Sentinel-1 SAR

04Geographic embedding of crypto wallet activity sourced from Dune.xyz queries

05Categorical spatial reasoning using GeoACSet materialization (Regions to Parcels)

06Optimized MLX inference for running OlmoEarth models locally on Apple Silicon

Use Cases

01Analyzing cross-chain bridge flows in relation to regional infrastructure density and growth

02Mapping Filecoin storage provider distributions against environmental and land cover data

03Identifying emerging geographic hotspots for FVM contract deployments and gas usage

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi olmoearth-mlx

For use in Claude.ai and ChatGPT

Download Skill