marielynneblock/arcanum-artifex · skills/scientific/geopandas/SKILL.md

geopandas skillA

geopandas is agent-read markdown (skill) from marielynneblock/arcanum-artifex: 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/analysing vector geographic data. Supports PostGIS databases, interactive maps, and integration with matplotlib/folium/cartopy. Use for tasks like buffer analysis, spatial joins between dat.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add marielynneblock/arcanum-artifex/geopandas@git:20260710.0115f49
Exact content
mdr add marielynneblock/arcanum-artifex/geopandas@sha256:02c51dd4289a63b8

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_g77xfq7eo2n73frk.svg)](https://markdownregistry.com/a/art_g77xfq7eo2n73frk)

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Versions

versioncommittedcommitsizeaudit
git:20260710.0115f49 latest2026-07-10 0115f49 7,116 BA view · diff
git:20260710.ffb34002026-07-10 ffb3400 7,116 BA view · diff
git:20260515.b861afb2026-05-15 b861afb 7,116 BA view · diff
git:20260406.05dff342026-04-06 05dff34 7,117 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • 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

GitHub

marielynneblock/arcanum-artifex · 4 stars · license none · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_g77xfq7eo2n73frk
GET https://markdownregistry.com/api/v1/resolve?ref=marielynneblock/arcanum-artifex/geopandas
GET https://markdownregistry.com/api/v1/blob/02c51dd4289a63b873620de4aaecadca709c9f946e35870225b6105bde51cba1

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.