group_song_fit

shallow

me.hummatch/hummatch · Verify this server

Given two or more singers' ranges, find the vocal range they share and the songs that sit inside it. Call this for karaoke night with friends, a duet, a choir or worship team, or any "what can we all sing" question.

100.0/100

1 trials · measured 8 days ago

group_song_fit scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against me.hummatch/hummatch, 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
open
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.

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Vouch score: group_song_fit
[![Vouch score](https://vouch.tools/api/tools/7ff28f3f-83f2-4000-80a0-3bf7e6d6955f/badge.svg)](https://vouch.tools/tools/7ff28f3f-83f2-4000-80a0-3bf7e6d6955f)
group_song_fit — Vouch