Build a Wildfire Exposure Boundary Metadata Auditor

Evaluate commercial real estate exposure locations by compiling intersecting STAC metadata records. Identify available high-resolution multispectral imagery links for defensive vegetation buffer audits using an LLM-assisted metadata retrieval workflow.

Commercial Property Risk Surveyor

Load commercial facility polygon geometries and perimeter buffer specifications.

Discover recent high-resolution STAC Items covering the extended perimeter zones.

Extract valid spatial asset links representing optical imagery bands from the STAC records.

Generate a structured metadata retrieval report for downstream vegetation analysis by human reviewers.

Web inspection terminal presenting property boundary overlays and retrieved STAC metadata links.

Query open STAC Catalog collections for Sentinel-2 or NAIP metadata, or utilize bundled local STAC GeoJSON files. Starter examples below are synthetic. They are not downloaded records.

STAC specification Traverses STAC Collections and Item metadata to parse asset bounding boxes and multispectral imagery links.

anthropic-claude, pystac, shapely. Claude parses complex STAC JSON schemas to extract valid optical imagery links and formats structured retrieval summaries. Hosted Claude API for contextual JSON parsing and metadata audit reporting.

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.

Queries STAC catalogs to find items intersecting property polygons.

Successfully filters items containing optical imagery asset links.

Emits human-readable metadata retrieval summaries for property inspection teams.

```json [ { "input": { "facility_id": "FAC-WUI-01", "buffer_clearance_m": 12.5, "stac_collection": "naip" }, "expected_output": { "facility_id": "FAC-WUI-01", "imagery_links_found": 2, "metadata_status": "READY_FOR_REVIEW", "record_type": "simplified synthetic app record" } }, { "input": { "facility_id": "FAC-WUI-02", "buffer_clearance_m": 45, "stac_collection": "naip" }, "expected_output": { "facility_id": "FAC-WUI-02", "imagery_links_found": 0, "metadata_status": "NO_IMAGERY_FOUND", "record_type": "simplified synthetic app record" } } ] ```

Provides preliminary metadata screening; does not execute physical site audits or replace qualified municipal fire marshals. Use mock external writes. Require human review before any real deployment.