talent_market_brief
shallowio.github.blackboxfoundry/livedatalink · Verify this server
One-call 'can I hire this role here, and at what cost' read for an occupation in a US geography. Joins two independent federal sources: BLS OEWS (Occupational Employment and Wage Statistics, keyless) for the occupation's employment LEVEL and wage distribution (mean plus 10th / 50th-median / 90th annual percentiles) in the area, and US Census ACS labor-force context (civilian labor force and local unemployment rate - needs a Census API key) to band how TIGHT / BALANCED / SLACK the local hiring market is. Pass an 'occupation' (e.g. 'registered nurses', 'software developers') or an explicit 'soc_code' (e.g. '29-1141'), and an optional 'state' or 'metro' (defaults to national). Returns a readable brief with a headline (employment, median/mean wage, market tightness), the wage percentiles, and per-source evidence. The BLS OEWS leg is the core signal and is keyless; the Census leg degrades gracefully if no key is set. Informational, NOT a guarantee that a role can be filled at any given wage.
1 trials · measured 8 days ago
talent_market_brief 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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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