lodging_decision

shallow

io.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.

100.0/100

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

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.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: lodging_decision
[![Vouch score](https://vouch.tools/api/tools/7cd5270a-9bbd-4651-9650-b0d70aa368ba/badge.svg)](https://vouch.tools/tools/7cd5270a-9bbd-4651-9650-b0d70aa368ba)
lodging_decision — Vouch