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tessl/pypi-leafmap

A Python package for geospatial analysis and interactive mapping in a Jupyter environment.

54%

Overall

Evaluation54%

0.81x

Agent success when using this tile

Overview
Eval results
Files

Assessment results

15%

Raster/COG/PMTiles/NetCDF visualization

Criteria
Without context
With context

COG layer

80%

80%

PMTiles overlay

100%

100%

NetCDF render

100%

100%

Legend scaling

0%

100%

HTML export

100%

100%

4%

Multi-backend interactive maps & controls

Criteria
Without context
With context

Widget backend

90%

100%

HTML backend

33%

100%

GeoJSON overlay

100%

80%

Interactive controls

48%

32%

HTML export

100%

100%

-55%

Geospatial analysis and reprojection toolkit

Criteria
Without context
With context

Set source CRS

100%

0%

Leafmap reprojection

50%

0%

GeoJSON output

50%

0%

Area in metric CRS

100%

100%

Extent helpers

100%

0%

-33%

Legends, colorbars, and thematic rendering

Criteria
Without context
With context

Leafmap map

100%

67%

Choropleth styling

60%

20%

Colorbar binding

100%

60%

Overlay legend

100%

60%

HTML export

100%

100%

-20%

Mapillary and other imagery utilities

Criteria
Without context
With context

Mapillary search

0%

0%

Package downloads

0%

0%

Interactive viewer

100%

20%

Timelapse helper

100%

100%

-10%

Interactive GUI panels for basemaps/STAC/inspection

Criteria
Without context
With context

Basemap GUI

50%

50%

STAC GUI config

50%

33%

Preview replacement

33%

33%

Inspector GUI

80%

60%

Displayable widget

100%

100%

8%

Vector data ingestion and styling

Criteria
Without context
With context

Map base

100%

100%

Polygon ingest

50%

50%

Point ingest

50%

50%

Category styling

60%

100%

Fallback color

100%

100%

Layer naming & legend

100%

100%

HTML export

100%

100%

-10%

Basemap catalog and XYZ/WMS tile layers

Criteria
Without context
With context

Catalog add

60%

40%

Fallback base

100%

100%

XYZ overlay

100%

100%

WMS overlay

100%

100%

Layer summary

50%

25%

13%

Planet imagery & NAIP download helpers

Criteria
Without context
With context

Planet search

20%

40%

Planet layer

25%

100%

NAIP download

80%

32%

Map export

100%

100%

Source summary

20%

53%

-35%

LiDAR and data cube handling with 3D plotting

Criteria
Without context
With context

LiDAR ingest

25%

0%

DEM rasterize

60%

0%

Cube export

50%

0%

3D render

10%

0%

tessl i tessl/pypi-leafmap@0.52.0

Evaluated

Agent

Claude Code

Table of Contents

Raster/COG/PMTiles/NetCDF visualizationMulti-backend interactive maps & controlsGeospatial analysis and reprojection toolkitLegends, colorbars, and thematic renderingMapillary and other imagery utilitiesInteractive GUI panels for basemaps/STAC/inspectionVector data ingestion and stylingBasemap catalog and XYZ/WMS tile layersPlanet imagery & NAIP download helpersLiDAR and data cube handling with 3D plotting