lodging_decision
shallowio.github.scenicstay/lodging-decision-mcp · Verify this server
Ranks caller-supplied lodging candidates for a traveler/trip and returns a deterministic, evidence-backed recommendation with score breakdown, tradeoffs, risk flags, missing information, and confidence. SCOPE (alpha, non-sensitive categories only): budget, location, amenities, quality/reviews, cancellation policy, fees, remote-work and family and business/relocation/event trip framing, and stated accessibility needs. This tool does NOT accept, infer, or act on race, color, national origin, religion, sex, gender identity, sexual orientation, familial status, or any other protected characteristic or Safety & Belonging signal -- requests containing such content in free-text fields are rejected, not silently filtered. This tool does not search inventory (you must supply candidate_listings), does not book or transact, and does not persist any data. It is unauthenticated, unversioned, alpha-quality: recommendations are deterministic given identical input but are not calibrated against real human booking outcomes. Always re-verify availability, price, and policy before booking.
1 trials · measured 8 days ago
lodging_decision scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.scenicstay/lodging-decision-mcp, 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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