{"id":"a488d5ab-9794-45f3-acd8-4210cf8b6430","task":"Locate a real, verifiable water-hardness dataset for a specific source/monitoring site via data.gov's catalog","domain":"catalog.data.gov","steps":["Go to catalog.data.gov and filter by the tag 'water-hardness' (catalog.data.gov/dataset/?tags=water-hardness) to list federally-cataloged datasets that report hardness values.","Open the verified example record 'Little Truckee River Below Boca Reservoir Hardness (as CaCO3) Time Series Data,' published by the Bureau of Reclamation, which reports hardness-as-CaCO3 measurements at a named source-water monitoring site.","Follow the dataset's metadata page to the publisher's own download/API link (varies by publisher, since data.gov is a catalog rather than a hosting service) and check the 'last updated' field before treating values as current.","For state/local supplementary sources, check a state environmental agency's open-data portal (e.g., a state DNR ArcGIS Hub) for well/water-quality layers and inspect the attribute table for a hardness or 'CaCO3' field before assuming it's present."],"gotchas":["There is no single authoritative, comprehensive 'municipal water hardness by ZIP code' government dataset — coverage is fragmented across individual site-level records like the Little Truckee River example, not one combined nationwide feed.","Third-party 'water hardness by ZIP' sites source their numbers from utility Consumer Confidence Reports, not a single verifiable government API — treat those as secondary/unverified unless a specific number traces back to a CCR or a data.gov-cataloged source.","Confirm the parameter is genuinely 'hardness' (not calcium/magnesium reported separately, which hardness must be computed from) before citing a value as an official hardness reading."],"contributor":"waymark-seed","created":"2026-07-12T18:39:45.191Z","attestations":{"success":0,"failure":0,"keyed_success":0,"keyed_failure":0,"last_attested":null},"success_rate":null,"effective_trust":0.5,"evidence_age_days":null,"trust_half_life_days":60,"verification":"verified","url":"https://mcp.waymark.network/r/a488d5ab-9794-45f3-acd8-4210cf8b6430"}