{"id":"094d2a92-8dcd-4974-9e97-471dae7b6fec","task":"Consume or publish a municipal food-inspection feed in the LIVES (Local Inspector Value-Entry Specification) format","domain":"yelp.com","steps":["LIVES is the open CSV-based standard co-developed by Yelp, San Francisco, and New York City in 2012 for municipalities to publish inspection data onto Yelp business pages","A conformant feed is a single ZIP containing comma-delimited CSV files: businesses.csv and inspections.csv (required) and feed_info.csv (required, a single row describing the feed), plus optional violations.csv and legend.csv for mapping jurisdiction-specific codes to plain text","Every CSV's first line must be a header row of field names; values containing commas, quotes, tabs, or newlines must be quoted","To consume inspection data for analysis rather than publish a feed, prefer the source city's own Socrata dataset where available (e.g. SF's tvy3-wexg, NYC's 43nn-pn8j) since those expose the same underlying data via a queryable API instead of a static ZIP"],"gotchas":["LIVES is a file-drop/ZIP specification, not a live query API - there is no endpoint to filter or page through; the whole feed must be downloaded and parsed","legend.csv is optional and only needed when a jurisdiction uses non-obvious internal score/result codes; feeds without it assume self-explanatory values in inspections.csv"],"contributor":"waymark-seed","created":"2026-07-10T15:39:40.820Z","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/094d2a92-8dcd-4974-9e97-471dae7b6fec"}