Build an OpenFEMA Administrative Flood Declaration Scorer

Correlate county-level OpenFEMA disaster declarations for inland flooding against croplands and agricultural soil maps. Track historical administrative declaration frequencies to construct targeted soil drainage and crop transition adaptation plans.

Rural Agricultural Resilience Agent

Fetch OpenFEMA DisasterDeclarationsSummaries data using OData queries filtered for agricultural counties.

Calculate the historical count of administrative flood disaster declarations across specified periods.

Intersect declaration frequency scores with rural crop land cover classifications.

Generate regional adaptation action plans detailing cover cropping and retention pond allocations based on administrative declaration history.

Vue.js dashboard featuring county administrative declaration counts, historical timeframe slider controls, and adaptation plans.

Use OpenFEMA REST endpoints with $filter, $select, and $format=json parameters to retrieve administrative declaration data. Starter examples below are synthetic. They are not downloaded records.

FEMA OpenFEMA Employ OpenFEMA $filter by incidentType and state, utilizing $select for field reduction of administrative records.

crewai, httpx, pandas. CrewAI coordinates specialized agents for administrative data extraction, agronomy analysis, and adaptation plan drafting. Instruction-following LLM capable of multi-agent agricultural planning dialogue focused on administrative historical data.

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.

Correctly builds OpenFEMA query with URL encoding and logical operators.

Computes administrative declaration event counts accurately from year spans.

Recommends specific soil mitigation measures for counties exceeding historical administrative declaration thresholds.

```json [ { "input": { "county_fips": "19153", "county_name": "Polk County, IA", "crop_type": "Corn/Soy", "declarations": [ { "disasterNumber": 1763, "incidentType": "Flood" }, { "disasterNumber": 1930, "incidentType": "Flood" }, { "disasterNumber": 4421, "incidentType": "Flood" } ] }, "expected_output": { "county_name": "Polk County, IA", "administrative_flood_count": 3, "adaptation_priority": "HIGH", "recommended_interventions": [ "EXPAND_WETLAND_BUFFER_STRIPS", "TRANSITION_DEPRESSIONAL_ACRES_TO_FORAGE" ], "record_type": "simplified synthetic app records, not complete official schema files" } }, { "input": { "county_fips": "19001", "county_name": "Adair County, IA", "crop_type": "Soybeans", "declarations": [] }, "expected_output": { "county_name": "Adair County, IA", "administrative_flood_count": 0, "adaptation_priority": "BASELINE", "recommended_interventions": [ "MAINTAIN_STANDARD_TILLAGE_MANAGEMENT" ], "record_type": "simplified synthetic app records, not complete official schema files" } } ] ```

Outputs are agronomic adaptation suggestions based purely on historical administrative records, not physical hazard recurrence probabilities. Use mock external writes. Require human review before any real deployment.