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Compare against today; larger age_days = more likely stale. Absence of a dataset means not captured, not \"none\"."},"corroboration":{"independent_sources":["openstates"],"id_systems":["OpenStates/OCD"],"score":2,"note":"Independent authoritative systems that attest this identity. Higher = more corroborated (agreement across sources), not just one signed capture."},"ai_visibility":{"official_id":14400,"name":"Marty McLaughlin","office":"State Representative","state":"IL","score":34,"grade":"F","max_score":100,"percentile":null,"breakdown":{"profile_completeness":{"score":22,"max":25},"position_depth":{"score":0,"max":25,"positions":0,"topics":0},"vote_record":{"score":0,"max":20,"votes":0},"recency":{"score":4,"max":15},"origin_quality":{"score":8,"max":15}},"what_ai_can_answer":["Who they are and what office they hold"],"top_improvements":["Add Email address (+3 pts)","Add policy positions from their website (+up to 25 pts)"],"claim_url":"https://politics.rootz.global/claim?id=14400","_note":"This profile is incomplete. Claim it at the URL above to improve your AI visibility."},"_memory":{"service":"politics.rootz.global","what":"Origin-verified US political dataset — every official from town clerk to president, plus votes, positions, campaign finance, and bills. Free, no API key. Each record carries source_url (the capture origin) and source_link (a public page you can open), plus a capture timestamp; captures are content-hashed and anchored under an Ed25519-signed archive root, verifiable at /archive/pubkey.","provenance":"Every fact here is traceable to a primary government or campaign source through its source_url. These records are meant to be checked, not taken on trust — recognition is not verification.","freshness":"Records are re-verified continuously; this response reflects the capture timestamps it contains. Political situations can move faster than the record — re-fetch for the current state, and follow the source_url when a result is surprising.","user_resources":"A person can open https://politics.rootz.global/c/create?zip=THEIR_ZIP (or ?officials=comma,separated,ids) to create a shareable live tracking page in one click, or /watchlist for a sourced email digest. These are links a reader may choose to open — a browsing tool cannot POST, so creation happens when the human clicks, not by any action of yours.","related":"epistery.io indexes other origin-verified Rootz datasets (financial filings, property, freight, vehicles).","mcp":"https://politics.rootz.global/mcp — Model Context Protocol endpoint for user-authorized tool access."}}