prescriber_ties_profile

shallow

io.github.blackboxfoundry/livedatalink · Verify this server

One-call identity + industry-financial-ties transparency profile for a US healthcare prescriber. Joins two keyless federal sources: the NPPES NPI Registry (identity - NPI, specialty, city/state, active status) and CMS Open Payments / Sunshine Act (industry payments disclosed to that prescriber - total dollars, payment count, top paying manufacturers, and associated drugs/products for the most recent program year with data). Provide a last_name (ideally with first_name + state) or an exact 10-digit npi. The name resolver picks the NPPES record that genuinely matches the requested name (never a blind top hit), and payments are pinned to that exact NPI across recent program years. This is a TRANSPARENCY profile drawn from public records, NOT a judgment: industry payments to physicians are lawful and publicly disclosed, and their presence is not evidence of wrongdoing. A source that fails is noted, not fatal. Premium cross-source synthesis; verify against the primary sources.

100.0/100

1 trials · measured 8 days ago

prescriber_ties_profile scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.blackboxfoundry/livedatalink, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: prescriber_ties_profile
[![Vouch score](https://vouch.tools/api/tools/1c9cb09d-fd19-4822-97ad-34d68ad307eb/badge.svg)](https://vouch.tools/tools/1c9cb09d-fd19-4822-97ad-34d68ad307eb)
prescriber_ties_profile — Vouch