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isaaccorley

@isaaccorley source repo

20 published skills

  1. Bib Audit · isaaccorley bundle
    Flag hallucinated references, authors and bib items, and correct badly formatted ones, in any paper — your own draft (run it before submitting) or one you are reviewing — from a .bib file, a PDF, or a pasted reference list. Checks every entry against Crossref (DOI), arXiv (eprint ID), and title search; detects fabricated DOIs/arXiv IDs, hallucinated titles and authors, truncated author lists, wrong years; recovers canonical publisher BibTeX. Also citation-style rules (et al., \cite spacing, shortcite, reference sorting, bib title capitalization). Use to validate/audit/check references, verify citations in a submission under review, fix bib entries, hunt hallucinated or invented citations, extract a bibliography from a PDF, look up a DOI/canonical BibTeX, or gate a pre-submission bibliography.
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  2. Gdal · isaaccorley bundle
    This skill should be used when working with GDAL command line tools for raster and vector geospatial processing. Covers inspection, reprojection, clipping, raster conversion, mosaics, tiling, rasterization, and COG creation.
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  3. Geozarr · isaaccorley
    GeoZarr
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  4. Tessera · isaaccorley bundle
    Use when working with TESSERA satellite embeddings — downloading via CLI, sampling via the Python or R library, choosing between point-based and mosaic approaches, or exporting to GeoTIFF/NPY/Zarr.
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  5. Sourcecoop · isaaccorley bundle
    Upload geospatial data to Source Cooperative with proper metadata and READMEs using Portolan CLI.
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  6. Search Stac · isaaccorley bundle
    Search and download satellite imagery from Microsoft Planetary Computer. Browse available collections, search by bbox and time range, list assets, and download specific items.
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  7. Portolan CLI · isaaccorley bundle
    Use when publishing, managing, or converting cloud-native geospatial data catalogs with the Portolan CLI. Covers init, add, check, push, pull, sync, partitioning, and format conversion workflows.
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  8. Overture Data · isaaccorley bundle
    Download Overture Maps data (buildings, places, roads, land use, water, etc.) for a bounding box. Returns a GeoDataFrame saved as GeoJSON or GeoPackage.
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  9. Detect Objects · isaaccorley bundle
    Run pre-trained AI models on geospatial imagery. Detect buildings, cars, ships, solar panels, agriculture fields, or use text-prompted segmentation with GroundedSAM. Requires GPU for best performance.
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  10. Pmtiles Pipeline · isaaccorley
    Build a global PMTiles archive from raster predictions or any large vector dataset on a single fat node. Covers raster→polygon→geoparquet→FlatGeobuf→sharded tippecanoe→tile-join, with profiling, error recovery, and I/O-aware staging. Use when the user asks to vectorize raster predictions, polygonize change layers, build PMTiles at over 100M-feature scale, profile tippecanoe, decide tippecanoe flags, choose between tippecanoe / planetiler / pmtiles merge, or speed up a slow pmtiles build.
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  11. Reading Portolan · isaaccorley bundle
    Use when exploring, querying, analyzing, or visualizing data from a Portolan catalog (STAC-based cloud-native geospatial data). Covers navigating STAC metadata, querying GeoParquet with DuckDB, cross-dataset joins, geospatial analysis, and creating interactive maps with PMTiles/MapLibre/deck.gl/Potree.
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  12. Register Catalog · isaaccorley bundle
    Register a Portolan catalog in the Portolan registry by opening a pull request that adds a catalog entry file.
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  13. Zarr Multiscales · isaaccorley bundle
    Build GeoZarr multiscale pyramids (overviews) into existing Zarr stores for tile/web streaming — choosing a resampling operator that respects the data's semantics (probability simplex, categorical, continuous), cascading levels, striping work across batch workers or dask without losing shards, and verifying completeness. Use when adding overviews/pyramids/multiscales to a Zarr or GeoZarr store, downsampling ML prediction rasters, or debugging a pyramid with missing or wrong shards.
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  14. Geospatial Viewers · isaaccorley bundle
    This skill should be used when viewing, previewing, or inspecting geospatial files from the command line. Covers interactive raster viewing (viewtif), interactive vector viewing (viewgeom), and non-interactive terminal-inline viewing (viewinline) for GeoTIFF, Shapefile, GeoJSON, GeoPackage, GeoParquet, CSV, HDF, NetCDF, and more.
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  15. Portolan Bootstrap · isaaccorley bundle
    End-to-end catalog creation from a data source - extract, enrich metadata, generate assets, push to remote
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  16. Geospatial Frontend · isaaccorley bundle
    Build visually stunning geospatial demo webapps with MapLibre globe, DuckDB-WASM, and a warm dark HUD aesthetic. Use when building satellite imagery retrieval demos, embedding visualization tools, geospatial search UIs, or any map-centric data exploration frontend. Triggers on requests to scaffold a new geo demo, build a map-based UI, or create a retrieval/search visualization over satellite data.
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  17. Parallel Geospatial · isaaccorley
    Parallelize large-scale geospatial operations on a single fat node — tile-edge dissolve, polygon elimination, polygonize, spatial joins, reprojection, simplification — at national/continental scale (10–100M polygons). Use when speeding up or designing a geospatial batch process, or as a pre-flight checklist for known failure modes (DuckDB GEOS segfaults, topology exceptions, int64 overflow, NFS thrashing).
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  18. Portolan Thumbnails · isaaccorley bundle
    Generate high-quality thumbnails from Portolan collections using chiitiler (MapLibre GL Native). Renders the collection's actual styles/default.json server-side with optional basemap. Requires Node.js 18+.
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  19. Planet Bulk Download · isaaccorley
    Download PlanetScope imagery at scale (hundreds to 100k+ AOIs) via the Planet Python SDK v2. Covers search/activate/extract phases, COG /vsicurl/ vs Orders API, GDAL config for signed URLs, retry logic, concurrency budgets, and Planet-side gotchas (broken activations, cold-storage thaw tails, dead assets). Use when downloading at scale, hitting 429s or stuck activations, choosing Orders API vs COG reads, or designing a resumable batch Planet pipeline.
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  20. Geoparquet Validation · isaaccorley bundle
    This skill should be used when working with gpio for GeoParquet inspection, validation, optimization, and distribution. Covers GeoParquet best practices using gpio CLI and DuckDB.
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