muend

22 mods across 2 repositories, 24 stars between them.

arcgis-mcp-bridge

01

muend/arcgis-mcp-bridge

Skill Claude CodeCodex

Secure local-first MCP server for ArcGIS Pro / ArcPy geoprocessing. Exposes 100 declarative ArcPy tools to MCP-compatible clients such as Claude Desktop and Cursor through stdio JSON-RPC. Use when operating local ArcGIS Pro data, running ArcPy/geoprocessing, managing geodatabases, projecting vector/raster data…

15 25d ago A 202 tokens original Apache-2.0

arcgis-mcp-bridge

02

muend/arcgis-mcp-bridge

MCP server Claude CodeCodexCursor +2

A secure, local-first, asynchronous MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC. Runs locally from the arcgis-mcp-bridge Python package. Needs 4 environment variables to run.

15 25d ago A tokens not measured original Apache-2.0

geoai-skills

03

muend/geoai-skills

Plugin Claude Code

Measured GeoAI skills for defensible geospatial analysis, engineering, modeling, and delivery.

9 26d ago A tokens not measured original MIT

geoai

04

muend/geoai-skills

Plugin Claude Code

18 Agent Skills covering the full geospatial data science lifecycle: data engineering, remote sensing, Earth Engine, deep learning, spatial statistics, geostatistics, terrain, networks, LiDAR, trajectories, change detection, MCDA, PostGIS, cartography, and guarded ArcGIS Pro automation.

9 26d ago A tokens not measured original MIT

muend/geoai-skills

Skill Claude CodeCodex

Automate controlled local ArcGIS Pro and ArcPy workflows through arcgis-mcp-bridge: inspect .aprx projects and file geodatabases, run geoprocessing, projection, raster, network, spatial-statistics, editing, symbology, and layout export with path and mutation guards. Use when the user explicitly names ArcGIS Pro…

9 26d ago A 159 tokens original MIT

cartography-geoviz

06

muend/geoai-skills

Skill Claude CodeCodex

Always invoke before answering any request to create, compare, design, or review a user-facing map, even if the request is terse or underspecified. Covers publication maps, choropleths, map series and small multiples, comparable multi-date panels, proportional/bivariate/flow maps, raster rendering, and interactive web…

9 26d ago A 98 tokens original MIT

change-detection

07

muend/geoai-skills

Skill Claude CodeCodex

Change analysis, once the observations are comparable. Not for cases whose blocker is comparability itself: mixed sensors, product levels or processing baselines to remote-sensing-analysis, undocumented vertical datums to point-cloud-lidar, multi-decade archive trends over large areas to google-earth-engine. Matching…

9 26d ago A 158 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke when geospatial data must be acquired, prepared, repaired, scaled, or moved through a repeatable pipeline. Covers open-data/OSM/STAC acquisition, spatial formats, CRS transforms, quality checks, and batch ETL architecture for growing or recurring joins. Invoke alongside PostGIS for database execution and…

9 26d ago A 87 tokens original MIT

geo-deep-learning

09

muend/geoai-skills

Skill Claude CodeCodex

Invoke before recommending, training, or auditing a neural method for geospatial imagery, including vision transformers, U-Net/DeepLab/SegFormer, object detection, pixel classification, building/road extraction, and EO foundation-model fine-tuning. Also invoke for neural chip-split validity, IoU/accuracy claims…

9 26d ago A 104 tokens original MIT

geoai-orchestrator

10

muend/geoai-skills

Skill Claude CodeCodex

Route genuinely ambiguous or multi-stage geospatial work across specialist skills while enforcing shared CRS, validity, leakage, units, verification, and reproducibility rules. Use for requests spanning multiple stages such as acquisition, imagery, modeling, analysis, and map delivery, or for an explicit end-to-end…

9 26d ago A 109 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Turn scattered point measurements into continuous surfaces with quantified uncertainty: variogram modeling, ordinary/universal/regression kriging, IDW, and spatially honest cross-validation. Use when unobserved values must be estimated from sparse samples such as stations, wells, or soundings. Trigger on…

9 26d ago A 121 tokens original MIT

google-earth-engine

12

muend/geoai-skills

Skill Claude CodeCodex

Invoke when Earth Engine, GEE, ee., or geemap is named; when work needs its server-side catalog; or when choosing Earth Engine versus local xarray or desktop processing for a large area or long archive. Covers image collections, masking, compositing, reducers, zonal statistics, time series, classification, quota-aware…

9 26d ago A 101 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke for spatial suitability, site selection, AHP, criteria weights, or weighted-overlay work, including audits of inconsistent pairwise judgments and requests for only a final map. Covers consistency, standardization, constraints, ranked surfaces, shortlists, and sensitivity. Route travel-time placement and…

9 26d ago A 73 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke for training, validating, tuning, benchmarking, or claiming readiness of a predictive model. Covers leakage audits, spatial and grouped splits, metrics, reproducibility, and honest reporting. Invoke especially when spatial dependence, split design, or deployment geography is unknown; uncertainty is a…

9 26d ago A 83 tokens original MIT

movement-trajectory

15

muend/geoai-skills

Skill Claude CodeCodex

Movement and trajectory analytics from GPS/GNSS tracks: cleaning, stop/trip detection, road-network map matching, speed/direction, flow aggregation, and origin-destination construction. Use for fleets, human mobility, animal tracking, AIS, or sports tracks. Trigger on GPS points, GPX, trajectories, stop detection, map…

9 26d ago A 118 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke for access to facilities or opportunities by walking, driving, cycling, or public transport, even for a conceptual question with no routing terms or data yet. Covers hospital and service access, transit/GTFS, routes, isochrones, OD matrices, closest facility, 2SFCA, walkability, coverage, and equity.…

9 26d ago A 99 tokens original MIT

point-cloud-lidar

17

muend/geoai-skills

Skill Claude CodeCodex

LiDAR and point cloud processing: PDAL pipelines, LAS/LAZ/COPC handling, ground classification, DTM/DSM/CHM generation, canopy and building metrics, and photogrammetric (SfM) point clouds. Use when the primary input is LAS, LAZ, COPC, LiDAR, or an unstructured 3D point cloud. This skill owns vertical datum agreement…

9 26d ago A 162 tokens original MIT

postgis-spatial-sql

18

muend/geoai-skills

Skill Claude CodeCodex

Invoke whenever spatial SQL or its execution backend is the decision: PostGIS, DuckDB Spatial, SpatiaLite, ST functions, recurring spatial joins, concurrent/growing workloads, or large GeoParquet queries. Covers backend selection, schemas, GiST/BRIN indexes, KNN, geometry versus geography, correctness benchmarks, and…

9 26d ago A 118 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke for classical analysis, classification, validation, or comparability of satellite, aerial, or drone imagery. This skill owns sensor, product, processing-level and processing-baseline harmonization, including multi-date inputs; add change-detection only after comparable observations exist. Two scenes of…

9 26d ago A 140 tokens original MIT

spatial-statistics

20

muend/geoai-skills

Skill Claude CodeCodex

Always invoke before testing a geographic pattern for clustering, hotspots, dependence, or explanatory regression, even when aggregation or ordinary OLS is proposed as routine. Covers Moran's I, LISA, Getis-Ord Gi, weights, MAUP and scale sensitivity for areas/grids, residual dependence, and spatial lag/error/GWR/MGWR…

9 26d ago A 92 tokens original MIT

muend/geoai-skills

Skill Claude CodeCodex

Always invoke to review, repair, or deliver geospatial or GeoAI code, including contract compliance, security, error handling, transactions, tests, scripts, functions, notebooks, packages, CI/CD, and repository changes, even when deployment is not requested. Pair with the domain skill for ETL and other production…

9 26d ago A 105 tokens original MIT

terrain-hydrology

22

muend/geoai-skills

Skill Claude CodeCodex

Always invoke for terrain, drainage, viewshed, or visibility analysis from elevation, even before the DEM or correct surface is chosen. Covers DTM-versus-DSM selection, slope, aspect, curvature, hillshade, conditioning, flow direction/accumulation, streams, watersheds, and catchments. Use point-cloud-lidar first only…

9 26d ago A 90 tokens original MIT