aimrank_get_crowd_bt

shallow

io.aimrank/aimrank · Verify this server

CrowdBT — joint fit of entity scores + per-annotator reliability η. Surfaces noisy / anti-correlated raters explicitly. Methodology audit, not a live engine. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.

100.0/100

1 trials · measured 27 days ago

aimrank_get_crowd_bt scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.aimrank/aimrank, measured 11 Sept 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
2026-09-11100.0shallowv0.2.0

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: aimrank_get_crowd_bt
[![Vouch score](https://vouch.tools/api/tools/7b8aea2b-2fa3-41e5-ae82-380e856ead15/badge.svg)](https://vouch.tools/tools/7b8aea2b-2fa3-41e5-ae82-380e856ead15)
aimrank_get_crowd_bt — Vouch