Rasterio Windowed Raster Preprocessing Starter

SkillAI & models

Use this skill to generate a tiny toy raster with Rasterio, extract a window, downsample it, and summarize the preprocessing result in compact JSON.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Rasterio Windowed Raster Preprocessing Starter skill

About this capability

A framework for discovering, compiling, and validating reusable skills for scientific agents.

What this skill tells your AI

The instructions your AI receives, as published by ma-compbio-lab/skillfoundry in skills/earth-climate-and-geospatial-science/rasterio-windowed-raster-preprocessing-starter/SKILL.md and read by ahel’s review.

Use this skill to generate a tiny toy raster with Rasterio, extract a window, downsample it, and summarize the preprocessing result in compact JSON.

What it does

  • Creates a deterministic single-band GeoTIFF with a simple EPSG:4326 transform.
  • Reads a 2x2 window from the raster.
  • Produces a 2x2 average-resampled version of the whole raster.
  • Emits a compact JSON summary with bounds, means, and extracted values.

When to use it

  • You need a local starter for raster preprocessing or remote-sensing data handling.
  • You want a minimal example of rasterio.open, Window, and average resampling.
  • You want a deterministic JSON artifact before moving on to larger raster pipelines.

Example

slurm/envs/geospatial/bin/python skills/earth-climate-and-geospatial-science/rasterio-windowed-raster-preprocessing-starter/scripts/run_rasterio_windowed_preprocessing.py \
  --out scratch/geospatial/rasterio_preprocessing_summary.json

Verification

  • Skill-local tests: python3 -m unittest discover -s skills/earth-climate-and-geospatial-science/rasterio-windowed-raster-preprocessing-starter/tests -p 'test_*.py'
  • Expected summary: window_values == [[6.0, 7.0], [10.0, 11.0]]

Signals

GitHub stars
39
Forks
5
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
rasterio-windowed-raster-preprocessing-starter
Source
github.com/ma-compbio-lab/skillfoundry