geopandas-geospatial SKILL.md skillA
geopandas-geospatial from jaechang-hits/sciagent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jaechang-hits/sciagent-skills/geopandas-geospatial@git:20260428.81ea2d2Pins git:20260428.81ea2d2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jaechang-hits/sciagent-skills
- Path
skills/scientific-computing/geopandas-geospatial/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260428.81ea2d2, committed Apr 28, 2026
- First version recorded
- Feb 18, 2026
- Size
- 15,039 bytes
- Repository stars
- 381
- License
- a license file GitHub does not identify
Geospatial vector analysis extending pandas. Read/write spatial formats (Shapefile, GeoJSON, GeoPackage, Parquet, PostGIS), CRS handling, geometric ops (buffer, simplify, centroid, affine), spatial analysis (joins, overlays, dissolve, clipping, distance), visualization (choropleth, interactive maps, basemaps). Use for spatial joins, overlays, CRS transforms, area/distance, maps.
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 Geospatial Analysis ## Overview GeoPandas extends pandas with spatial operations on geometric types, combining pandas DataFrames with Shapely geometries and Fiona for file I/O. It enables reading, writing, manipulating, and visualizing geospatial vector data (points, lines, polygons) with a familiar pandas-like API. ## When to Use - Reading and writing spatial file formats (Shapefile, GeoJSON, GeoPackage, Parquet) - Performing spatial joins between geographic datasets (points in polygons, nearest neighbors) - Running overlay operations (intersection, union, difference, clipping) - Computing geometric properties (area, distance, buffer, centroid) - Creating choropleth maps and interactive web maps - Reprojecting data between coordinate reference systems - Aggregating spatial features by attribute (dissolve) - For raster data analysis, use rasterio/xarray instead - For large-scale distributed geospatial, consider Dask-GeoPandas or Apache Sedona ## Prerequisites ```bash pip install geopandas matplotlib # Optional: # pip install folium — interactive maps # pip install mapclassify — classification schemes for choropleth # pip install contextily — basemaps …
Read the whole file at its exact version.
How to install
mdr add jaechang-hits/sciagent-skills/geopandas-geospatial@sha256:7fcb1745d8af8e58The line at the top of this page pins the label git:20260428.81ea2d2, 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_vjwwp2st6la5dszh)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Feb 18, 2026 and Apr 28, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260428.81ea2d2 latest | 2026-04-28 | 81ea2d2 | 15,039 B | A | view · diff |
| git:20260218.ed0e847 | 2026-02-18 | ed0e847 | 15,223 B | A | view · diff |
| git:20260218.e460066 | 2026-02-18 | e460066 | 13,819 B | A | view |
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 (15039 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
jaechang-hits/sciagent-skills · 381 stars · license a license file GitHub does not identify · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vjwwp2st6la5dszh GET https://markdownregistry.com/api/v1/resolve?ref=jaechang-hits/sciagent-skills/geopandas-geospatial GET https://markdownregistry.com/api/v1/blob/7fcb1745d8af8e58e615bcefa340d5843e4a4d012d02cb40deedd8c2436c2592
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.