explain-score
shallownyc.motley/mcp · Verify this server
Use this when a family asks how one of Motley's scores is computed — a neighborhood score (Family Fit, Schools, Safety / Peace of Mind, Affordability, Getting Around, Neighborhood Character, Air & Child Health, Things to Do) or the school rating — or whether the scores are biased toward wealthier areas. Returns what the score measures, its inputs and weights, how they combine, its share of Family Fit, its known limits, its sources, and how it moves with neighborhood income (Spearman's ρ with median household income). Relay the income figure plainly; don't reassure past it.
1 trials · measured today
explain-score scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against nyc.motley/mcp, measured 20 Oct 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
- open
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/a4f9707f-c516-4558-ba78-3cfdeac68333)