get_or_create_listener

shallow

com.mellowmountainradio.mcp/kazm · Verify this server

The zero-friction entry point for KAZM personalization. Pass whatever you know — listener_id, email, or just a name — and this tool either returns the existing profile or silently creates one in a single call. No separate registration step needed. Call this at the start of every listener session.

100.0/100

1 trials · measured 8 days ago

get_or_create_listener scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.mellowmountainradio.mcp/kazm, 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: get_or_create_listener
[![Vouch score](https://vouch.tools/api/tools/8728fbb6-ade0-44a5-a3d6-fd5479fa451f/badge.svg)](https://vouch.tools/tools/8728fbb6-ade0-44a5-a3d6-fd5479fa451f)
get_or_create_listener — Vouch