explain_matching

shallow

com.preshiftiq/shiftiq-mcp · Verify this server

Explains how PreShiftIQ computes matches: disqualification first, then measured-fit scoring by a payment-blind engine, with every match recorded immutably. Includes the live tier thresholds and the fit-index note. Use this when a user asks how matches are computed or what a match score means.

100.0/100

1 trials · measured 2 days ago

explain_matching scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.preshiftiq/shiftiq-mcp, measured 6 Oct 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
unclassified

Score history

DayScoreTierMethodology
2026-10-06100.0shallowv0.2.0

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: explain_matching
[![Vouch score](https://vouch.tools/api/tools/4a8525e8-e785-4c1c-85b3-fd793b97383d/badge.svg)](https://vouch.tools/tools/4a8525e8-e785-4c1c-85b3-fd793b97383d)
explain_matching — Vouch