Official implementation for "DK-VLM: Geometry as Position for Spatial Reasoning in Vision-Language Models"
π Geometric Computer Vision Library for Spatial AI
Free and open-source map hosting solution with custom styles for websites and apps, using OpenStreetMap data
Python tools for geographic data
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
GeoAI: Artificial Intelligence for Geospatial Data
Rasterio reads and writes geospatial raster datasets
Documentation and samples for ArcGIS API for Python
Transform geospatial relations into graphs for Graph Neural Networks and spatial network analysis
GeoNode is an open source platform that facilitates the creation, sharing, and collaborative use of geospatial data.
Deep probabilistic analysis of single-cell and spatial omics data
Cartopy - a cartographic python library with matplotlib support
PySAL: Python Spatial Analysis Library Meta-Package
MovingPandas - a Python library for movement data exploration and analysis
A python library for multi omics included bulk, single cell and spatial RNA-seq analysis.
:sound: Play and Record Sound with Python :snake:
Python interface to PROJ (cartographic projections and coordinate transformations library)
Overture Maps Data
This library reads and writes ESRI Shapefiles in pure Python.
Specification for storing geospatial vector data (point, line, polygon) in Parquet
DepthAI
Python bindings for H3, a hierarchical hexagonal geospatial indexing system
A multi-page streamlit app for geospatial
Spatial analysis algorithms for xarray implemented in numba
Fast, interactive geospatial data visualization in Jupyter.
160-tool MCP server for real-time global intelligence from free public APIs: markets, liquidity, prediction markets, SEC filings, conflict, military, aircraft-cohort early warning, migration and border flows, cyber, climate, news and more. Dated observation history, 29 research prompts, cited briefs, geofences, SSE dashboard. MIT, no paid API keys.
Easy access to official spatial data sets of Brazil in R and Python
Geospatial extensions for Polars
Official repo for the #30DayMapChallenge data visualization project. Open to everyone!
A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).
DIPY is the paragon 3D/4D+ medical imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning,Β statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy includingΒ diffusion, perfusion and structural imaging.
Histology Spatial Topology for Omics Profiling and Inter-section Alignment
Distributed version-control for geospatial and tabular data
Rtree: spatial index for Python GIS
A Claude/Codex skill for geospatial data
Processing and gridding spatial data, machine-learning style
GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more
Create, manipulate and convert representations of position and orientation in 2D or 3D using Python
πͺ HelixWorld: real-time interactive audio-visual world model.
geospatial xarray extension powered by rasterio
pygeoapi is a Python server implementation of the OGC API suite of standards. The project emerged as part of the next generation OGC API efforts in 2018 and provides the capability for organizations to deploy a RESTful OGC API endpoint using OpenAPI, GeoJSON, and HTML. pygeoapi is open source and released under an MIT license.
framework for large-scale SAR satellite data processing
Spatial Single Cell Analysis in Python
Compose multimodal datasets πΉ
Streamlit Component for rendering Folium maps
A collection of tools to work with Google Earth Engine Python API
Python framework for integrating geospatial data, 3D city modeling, and urban simulation.
A multimodal AI agent for geospatial data analysis and interactive visualization
Open Reality: phone video to AI-queryable 3D scenes. MCP tools for Claude/Codex/Cursor (npm openreality-mcp), the self-hostable broker, and the VGGT-SLAM library, in one repo. BSD-2-Clause.
Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation
ζ₯θ―οΌθ±θ―οΌδΈζι³θ§ι’ β δΈζ/θ±ζι ι³δΈεεΉγζ―ζι³θ²ε ιγεθ―ζ··ι³γRTF η©Ίι΄ε€ηγδΊΊε£°ε离γζΉιε€ηεδ» εεΉε―ΌεΊγJA/EN/ZH media β Chinese/English dubbing & subtitles. Voice cloning, bilingual mixing, RTF spatial processing, vocal separation, batch processing & subtitle-only export
A curated, tracked list of Model Context Protocol (MCP) servers for geospatial, GIS, mapping, and earth-observation work β geocoding, routing, PostGIS, STAC/imagery, QGIS/ArcGIS, weather, and the commercial location platforms.
Real-time, interactive spatial audio generation for videos and world models.
S-Space: Exploring Spatial Workspace in Multimodal Models
π¬ OraRL β Annotations as Rollouts for efficient, scalable reinforcement learning of unified video MLLMs.
UrbanGround: From Local Perception to Spatial Agency in a Real-Scale City