claude

Zaraat Dost · Models

End-to-end cadastral and land-use pipeline: boundary inference, spectral features, classification, sub-parcelling, SAM2

10 on GitHubby Zaraat Dost ML/GIS teamv7.6.1MITupdated 1 month agogeospatial
/

Plugin zd-models from marketplace zaraatdost in Adilmunawar/ZD-claude-plugin. Commands read from the repo's manifest — 1 month ago.

What it installs

Skills (6)

  • boundary-inference

    Chunked low-RAM boundary model inference over an AOI from XYZ tiles: tile cache, patch scan, Hanning blending, hysteresis, merged COG.

  • landuse-classify

    Train or run the XGBoost land-use classifier: classes, T-minus alignment, model bundle, unified parcel/sub-parcel inference, predictions.gpkg.

  • sam2-boundaries

    Zero-shot field boundaries with SAM2: tiled inference, seam stitching, cleanup, GeoJSON, alignment.

  • script-to-package

    Turn a constants-at-top pipeline script into a configured, resumable, tested CLI.

  • spectral-features

    Per-parcel Sentinel-1/2 feature matrix from Earth Engine: 15-day composites, band and index set, chunked reduceRegions, batch parquet, resume.

  • sub-parcelling

    Split large or irregular parcels into analysis units before feature extraction.

Subagents (1)

  • pipeline-engineer

    Runs, debugs and extends the cadastral and land-use pipeline: tile fetch, boundary inference, vectorisation, road subtraction, Earth Engine features, classification, sub-parcelling, SAM2. Knows stage order, layout and failure modes.

View source on GitHub

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