Build an OpenFEMA Repeat Declaration Exposure Scorer

Aggregate historical county disaster records from OpenFEMA to score municipal declaration frequency. Map compounding declared flood and storm events to assist regional adaptation grant planning.

Municipal Adaptation Planner

Call OpenFEMA DisasterDeclarationsSummaries endpoint filtered by state and decade.

Group declared disaster incidents by county FIPS and incident categorization.

Compute cumulative disaster declaration indices and unique incident type counts.

Formulate prioritized adaptation grant proposal packages for frequently-declared jurisdictions.

County vulnerability map interface showing historical disaster declaration breakdowns and grant prioritization tables.

Query OpenFEMA API endpoint /v2/DisasterDeclarationsSummaries using $filter and $select query parameters. Starter examples below are synthetic. They are not downloaded records.

FEMA OpenFEMA Extracts disasterNumber, incidentType, and declarationDate fields via OpenFEMA $filter queries like state eq 'FL'.

mastra-ai, httpx, pandas. Orchestrates multi-step agentic workflows that ingest disaster datasets and synthesize structured municipal grant plans based on historical declaration counts. TypeScript/Node.js or Python runtime with LLM agent orchestration support.

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 OpenFEMA endpoint using valid OData filter syntax to retrieve records.

Calculates county-level administrative disaster declaration frequencies across multiple hazard types.

Produces valid adaptation grant proposal schemas for municipal submission planning.

```json [ { "input": { "county_fips": "12086", "county_name": "Miami-Dade", "disaster_declarations": [ { "incidentType": "Hurricane", "year": 2017 }, { "incidentType": "Flood", "year": 2020 }, { "incidentType": "Hurricane", "year": 2022 } ] }, "expected_output": { "county_fips": "12086", "total_declared_events": 3, "unique_incident_types": 2, "_schema_note": "Simplified synthetic app records, not complete official schema files." } }, { "input": { "county_fips": "12001", "county_name": "Alachua", "disaster_declarations": [ { "incidentType": "Severe Storm", "year": 2019 } ] }, "expected_output": { "county_fips": "12001", "total_declared_events": 1, "unique_incident_types": 1, "_schema_note": "Simplified synthetic app records, not complete official schema files." } } ] ```

Outputs advisory municipal adaptation grant templates; does not approve federal funding or guarantee actual physical hazard probabilities. Use mock external writes. Require human review before any real deployment.