get_personalized_content

shallow

com.mellowmountainradio.mcp/kazm · Verify this server

Returns a fully personalized KAZM experience — greeting in the listener's language, recommendations from their history, station brief. Accepts listener_id OR email, so no separate registration step is ever needed. Pairs perfectly with get_or_create_listener.

100.0/100

1 trials · measured 56 days ago

get_personalized_content 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_personalized_content
[![Vouch score](https://vouch.tools/api/tools/bad0a702-f728-44d3-8815-d2546234ad94/badge.svg)](https://vouch.tools/tools/bad0a702-f728-44d3-8815-d2546234ad94)