trademark_suggest_classes

shallow

co.lovie/company-formation · Verify this server

SuggestClasses proposes Nice classes by keyword-matching the business description. It is the offline fallback for RecommendClasses: no network, no reasoning, and it misses anything the keyword table does not name.

100.0/100

1 trials · measured 27 days ago

trademark_suggest_classes scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against co.lovie/company-formation, 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 + stdio
Credential class
gated
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: trademark_suggest_classes
[![Vouch score](https://vouch.tools/api/tools/c8d9268a-35bc-4dc5-a9e4-eb9c6c353322/badge.svg)](https://vouch.tools/tools/c8d9268a-35bc-4dc5-a9e4-eb9c6c353322)
trademark_suggest_classes — Vouch