Screenshots

Function-level walkthrough of the geospatial project stack.

These screenshots walk through the project functions a user or developer would interact with: operational map tools, GeoAI workflows, live data gateway events, MCP assistant tools, and ETL validation gates. Click any screenshot to open it full size in a new tab.

Screenshot Walkthrough

Operational Map Functions

Status Board map capabilities that show the visible, user-facing behavior of the stack.

Geospatial Status Board map with GeoAI detections, COG footprint, LLM panel, and layer controls.

Geospatial Status Board

Operational map with GeoAI layers

MapLibre, GeoServer, PostGIS, layer controls, GeoAI request panel, MGRS, and operational overlays in one map surface.

Zoomed screenshot of the Status Board GeoAI request panel.

Status Board Function

GeoAI request panel

Map-side workflow launcher for selecting a model, workflow, and current map extent before submitting a GeoAI job.

Zoomed screenshot of GeoAI detections and a COG footprint on the map.

Status Board Function

GeoAI detections overlay

Shows detected features and source footprints as map layers so model output can be inspected spatially.

Zoomed screenshot of the Status Board layer drawer with feature counts.

Status Board Function

Layer drawer and feature counts

Groups internal, GeoAI, incident, weather, wildfire, and asset layers with visible loaded-feature counts.

Screenshot of the shared map tools with the MGRS coordinate marker popup open.

Status Board Function

Shared map tools and MGRS readout

Captures the common map tools, drawing controls, scale bar, and MGRS coordinate readout used for field-style workflows.

Screenshot of the Status Board GeoNames and Wikipedia nearby places search popup open on the map.

Status Board Function

GeoNames / Wikipedia nearby places

Activates map-click search for nearby GeoNames and Wikipedia places, then shows source links and zoom actions in the open Nearby Places popup.

Screenshot of the Status Board response support and POI lookup popup open on the map.

Status Board Function

Response support / POI lookup

Finds nearby response-support points for a selected incident or clicked location, using OpenStreetMap lookup with the local fallback results shown in the open popup.

Status Board map showing a feature popup beside the layers panel.

Feature Inspection

Map popup and layer workflow

Feature details, configured layer categories, and user-facing map inspection on the same screen.

Status Board map showing incident and weather overlays with popup and layer controls.

Incident Review

Incident and weather context

Incident mapping, layer review, weather context, and popup-driven map inspection for northern New Mexico.

Zoomed screenshot of an incident or asset popup inspection workflow.

Incident Review Function

Incident and asset popup inspection

Shows selected feature attributes, status, update time, and degradation fields without leaving the map.

Status Board map with NOAA radar and weather-related overlays visible.

Weather Function

NOAA radar and weather overlays

Adds external weather context to the same operational map used for assets, incidents, and GeoAI layers.

Screenshot Walkthrough

GeoAI Workflow Functions

GeoAI workflow surfaces that show how imagery processing becomes GIS-ready output.

Screenshot of the COG to detection workflow pipeline.

GeoAI Function

COG to detection pipeline

Documents the imagery-to-tiles-to-model-to-vectors path that feeds GeoPackage or PostGIS outputs.

GeoAI Workflow API documentation page showing workflow endpoints.

GeoAI Asset Detection Platform

Workflow API documentation

FastAPI/OpenAPI surface for configured GeoAI workflow execution and training export routes.

GeoAI training export page with training package controls.

GeoAI Training

Training export page

No-login web page for preparing training packages and reusable model data handoffs.

Screenshot Walkthrough

Data Gateway Functions

API and event-control screenshots for moving validated geospatial data into live map workflows.

Geospatial Data Gateway health endpoint screenshot.

Geospatial Data Gateway

Live API health check

Service health proof for the ingest and SignalR-style live map refresh control plane.

Screenshot of Data Gateway dataset and ingest job endpoints.

Data Gateway Function

Dataset and ingest job API

Registers datasets, creates ingest jobs, and tracks load metadata such as schema, table, CRS, bounds, and status.

Screenshot of the Data Gateway layer refresh event contract.

Data Gateway Function

Live layer refresh event

Shows the SignalR event that lets browser maps refresh a layer after a PostGIS-backed ingest job is loaded.

Screenshot Walkthrough

MCP And Assistant Functions

Map-aware assistant tooling that keeps the MCP boundary explicit and the analysis explainable.

Screenshot of the Map Assistant planning and running a high-risk incident review on the Status Board map.

Status Board Assistant

Map Assistant high-risk incident review

Turns a natural-language prompt into reviewed map actions that show incidents, zoom to high-risk events, and open the existing incident popup.

Screenshot of the Map Assistant staging a reviewed wildfire incident draft in the existing Create Incident form.

Status Board Assistant

Map Assistant reviewed incident draft

Parses a title and latitude/longitude from a prompt, fills the existing incident form, and leaves the analyst in control of saving the record.

Screenshot of the Map Assistant running a response support lookup and opening nearby support results on the map.

Status Board Assistant

Map Assistant response support lookup

Reuses the map's response-support workflow to find nearby OpenStreetMap support options around the selected incident context.

Geospatial MCP Services tool contract screenshot.

Geospatial MCP Services

Map-aware tool contract

GeoNames/Wikipedia and incident-analysis MCP tools with an explicit browser-to-bridge boundary.

Screenshot of the GeoNames and Wikipedia MCP map-click lookup function.

MCP Function

GeoNames and Wikipedia map-click lookup

Accepts latitude and longitude from a map click and returns nearby place context, source links, and search URLs.

Screenshot of the MCP incident risk analysis function.

MCP Function

Incident risk analysis tool

Uses selected coordinates to return nearby incidents, nearby assets, operational risk, and recommended actions.

Screenshot Walkthrough

ETL Validation Functions

One screenshot per major validation function added to the geospatial ETL toolkit.

Screenshot of GeoPackage and Shapefile validation support.

ETL Function

GeoPackage and Shapefile validation

Validates real GIS vector formats through GeoPandas or Pyogrio and reports CRS, geometry, field, and feature metadata.

Screenshot of raster metadata and COG readiness checks.

ETL Function

Raster metadata and COG readiness

Inspects GeoTIFF metadata for Cloud Optimized GeoTIFF readiness signals such as tiling, overviews, and compression.

Screenshot of required-field and domain rule validation.

ETL Function

Required-field and domain checks

Applies JSON or YAML rule files to catch missing required fields, blank values, and invalid domain values.

Screenshot of the PostGIS load validation gate.

ETL Function

PostGIS load after validation passes

Validates first, refuses failed datasets, and supports dry-run planning before loading accepted vectors to PostGIS.

Screenshot of ETL report formats and example output.

ETL Function

Markdown, JSON, and HTML reports

Produces readable and machine-friendly reports with status, readiness score, checks, and handoff notes.

Geospatial ETL Validation Toolkit batch readiness summary screenshot.

ETL Validation Toolkit

Batch readiness summary

Generates a batch-level handoff summary so larger customer data deliveries can be inspected at a glance.