geopandas SKILL.md skillA
geopandas from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add foryourhealth111-pixel/vibe-skills/geopandas@git:20260303.491ea97Pins git:20260303.491ea97 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- foryourhealth111-pixel/vibe-skills
- Path
bundled/skills/geopandas/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260303.491ea97, committed Mar 3, 2026
- Size
- 7,116 bytes
- Repository stars
- 3,805
- License
- Apache-2.0
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# GeoPandas
GeoPandas extends pandas to enable spatial operations on geometric types. It combines the capabilities of pandas and shapely for geospatial data analysis.
## Installation
```bash
uv pip install geopandas
```
### Optional Dependencies
```bash
# For interactive maps
uv pip install folium
# For classification schemes in mapping
uv pip install mapclassify
# For faster I/O operations (2-4x speedup)
uv pip install pyarrow
# For PostGIS database support
uv pip install psycopg2
uv pip install geoalchemy2
# For basemaps
uv pip install contextily
# For cartographic projections
uv pip install cartopy
```
## Quick Start
```python
import geopandas as gpd
# Read spatial data
gdf = gpd.read_file("data.geojson")
# Basic exploration
print(gdf.head())
print(gdf.crs)
print(gdf.geometry.geom_type)
# Simple plot
gdf.plot()
# Reproject to different CRS
gdf_projected = gdf.to_crs("EPSG:3857")
# Calculate area (use projected CRS for accuracy)
gdf_projected['area'] = gdf_projected.geometry.area
# Save to file
gdf.to_file("output.gpkg")
```
## Core Concepts
### Data Structures
- **GeoSeries**: Vector of geometries with spatial operations
…Read the whole file at its exact version.
How to install
mdr add foryourhealth111-pixel/vibe-skills/geopandas@sha256:54a88f69dc2deecdThe line at the top of this page pins the label git:20260303.491ea97, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_l7deosi6busqhz4m)
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Versions
The registry has recorded 1 version of this file, committed on Mar 3, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7116 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
foryourhealth111-pixel/vibe-skills · 3,805 stars · license Apache-2.0 · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_l7deosi6busqhz4m GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/geopandas GET https://markdownregistry.com/api/v1/blob/54a88f69dc2deecdccb16b8abd259b5632b6d9f2f1c35019c5089151a0325c16
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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