geopandas

8.3

174

406

Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operations, choropleth mapping, or any task involving reading/writing/analyzing vector geographic data. Supports PostGIS databases, interactive maps, and integration with matplotlib/folium/cartopy. Use for tasks like buffer analysis, spatial joins between datasets, dissolving boundaries, clipping data, calculating areas/distances, reprojecting coordinate systems, creating maps, or converting between spatial file formats.

geospatial

8.3

Rating

Installs

Data & Analytics

Quick Review

Excellent geospatial skill with comprehensive coverage of GeoPandas capabilities. The description is detailed and actionable, clearly specifying when to use the skill (spatial analysis, geometric operations, coordinate transformations, etc.). The structure is exemplary with a well-organized SKILL.md that provides quick-start examples and an index to detailed reference files for data structures, I/O, geometric operations, spatial analysis, visualization, and CRS management. Task knowledge is outstanding with practical code examples, common workflows, performance tips, and best practices. The skill demonstrates strong novelty as geospatial operations (spatial joins, overlay analysis, CRS transformations, buffer analysis) are complex tasks that would require significant tokens and domain expertise for a CLI agent to accomplish from scratch. Minor deduction on novelty only because some basic GeoPandas operations are straightforward, but the comprehensive coverage of advanced workflows (PostGIS integration, multi-source data integration, spatial indexing) clearly adds substantial value beyond what a general-purpose agent could easily provide.