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#2 QGIS
Free, open‑source desktop GIS with a rich Python API (PyQGIS) for scripting, analysis, and custom plugin development.
#3 ArcGIS Pro
Esri’s flagship desktop GIS offering advanced spatial analytics, 3D visualization, and extensive Python (ArcPy) support.
#4 GRASS GIS
Powerful open‑source GIS for raster, vector, and geoprocessing with a Python scripting interface.
#5 PostGIS
Spatial extension for PostgreSQL that adds robust vector and raster capabilities, usable via SQL and Python (psycopg2).
#6 Carto
Cloud‑based location intelligence platform with SQL, Python, and JavaScript APIs for spatial analysis and visualization.
#7 Mapbox GL
High‑performance web‑mapping library for interactive vector maps, with SDKs for JavaScript, iOS, Android, and Python (mapbox‑gl‑js).
Massive cloud platform for planetary‑scale raster analysis, accessible via JavaScript and Python APIs.
#9 OpenLayers
Feature‑rich open‑source JavaScript library for building web‑based map applications.
#10 Leaflet
Lightweight, mobile‑friendly JavaScript library for interactive maps, with many plugins for GIS functionality.
Core library for raster (GDAL) and vector (OGR) data translation and processing; Python bindings enable scriptable workflows.
#12 Fiona
Pythonic wrapper around OGR for simple, fast vector file I/O; often paired with Shapely for geometry handling.
#13 Rasterio
Python library built on GDAL for raster data access, analysis, and writing, with NumPy integration.
#14 PySAL
Comprehensive library for spatial econometrics, exploratory spatial data analysis, and spatial statistics.
#15 Shapely
Python package for manipulation and analysis of planar geometric objects based on the GEOS library.
#16 PyQGIS
Python API bundled with QGIS, allowing programmatic access to QGIS core functions, processing algorithms, and GUI components.
#17 GeoServer
Open‑source server for publishing vector and raster data using OGC standards (WMS, WFS, WCS).
#18 MapLibre GL
Community‑driven fork of Mapbox GL JS, providing free, open‑source vector map rendering.
#19 Kepler.gl
Web‑based geospatial analysis tool built on deck.gl, enabling large‑scale data visualizations without coding.
#20 SAGA GIS
System for Automated Geoscientific Analyses; offers a wide range of raster and vector algorithms, scriptable via Python.
#21 GeoNode
Open‑source platform for collaborative geospatial data management, discovery, and publishing via web interfaces.