describe_dataset

shallow

com.tppflow/warn-act-layoffs · Verify this server

Free, no API key required. Describes the US WARN Act layoff dataset: what a WARN notice is, which states are covered, how many notices and workers, per-state freshness, known coverage gaps, the schema of a record, and how to obtain an API key. Returns no records. Call this before search_layoff_notices to decide whether the data is useful.

100.0/100

2 trials · measured 8 days ago

describe_dataset scores 100.0/100 on Vouch's measured behaviour index, from 2 real invocation trials against com.tppflow/warn-act-layoffs, 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
open
Input schema
not declared
Output schema
not declared
Side-effect classification
read-onlyHeuristically read-only-eligible (readonly-heuristic.ts) and sample-called by the Phase 0 census shallow probe.

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1
sample_callpass: 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: describe_dataset
[![Vouch score](https://vouch.tools/api/tools/02b33079-57de-4b8f-886d-612b3503641e/badge.svg)](https://vouch.tools/tools/02b33079-57de-4b8f-886d-612b3503641e)
describe_dataset — Vouch