Build a STAC Wildfire Defensible Space Boundary Auditor

Evaluate commercial facilities in the wildland-urban interface by parsing high-resolution drone STAC Items and simplified vegetation density records. Identify unmitigated fuel buffer encroachment to generate actionable mitigation work plans.

Wildfire Loss Prevention Engineer

Ingest property parcel footprint and query STAC API for recent post-clearing aerial asset links.

Calculate radial defensible zones at thirty-foot and one-hundred-foot perimeters around structures.

Evaluate normalized vegetation density records inside defensible buffers to identify brush canopy encroachment.

Synthesize structured vegetation abatement work orders with exact geographic coordinates.

Interactive spatial viewer showing building buffers, STAC asset previews, and highlighted fuel hazards.

Query public STAC catalogs with local GeoJSON polygon fixtures representing wildland-urban buildings. Normalized vegetation inputs are explicitly labeled as simplified synthetic app records, not complete official schema files. Starter examples below are synthetic. They are not downloaded records.

STAC specification Parse STAC Item bounding boxes, asset types, and GeoJSON geometry structures from the specification to locate relevant aerial assets.

agno, pandas, shapely. Agno provides agentic tool orchestration to coordinate spatial queries, evaluate simplified vegetation records, and manage work-order generation. Hosted reasoning model supporting schema-constrained JSON extraction.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Buffers structure geometries by specified buffer distances accurately.

Correctly identifies asset links for high-resolution imagery in STAC Item.

Generates vegetation removal tasks when fuel coverage exceeds 20% in Zone 1.

```json [ { "input": { "facility_id": "RESORT-CAL-44", "geometry": { "type": "Point", "coordinates": [ -120.1, 39.2 ] }, "stac_item_metadata": { "id": "AIR_NEVADA_20230601", "assets": { "ortho": { "href": "s3://imagery/resort_2023.tif" } } }, "fuel_density_zone1_percent": 34.5 }, "expected_output": { "facility_id": "RESORT-CAL-44", "zone1_compliance": false, "vegetation_hazard_level": "CRITICAL", "abatement_actions": [ "CLEAR_TREE_CANOPY_WITHIN_30FT" ], "inspection_status": "FLAGGED_FOR_AUDIT" } }, { "input": { "facility_id": "RESORT-CAL-45", "geometry": { "type": "Point", "coordinates": [ -120.15, 39.22 ] }, "stac_item_metadata": { "id": "AIR_NEVADA_20230601", "assets": { "ortho": { "href": "s3://imagery/resort_2023.tif" } } }, "fuel_density_zone1_percent": 8 }, "expected_output": { "facility_id": "RESORT-CAL-45", "zone1_compliance": true, "vegetation_hazard_level": "LOW", "abatement_actions": [], "inspection_status": "VERIFIED_COMPLIANT" } } ] ```

Vegetation mitigation reports do not mandate legal clear-cutting without local forestry permits. Use mock external writes. Require human review before any real deployment.