topic_scorer_gate

shallow

co.pixelcove/topic-scorer · Verify this server

Pass/fail check: does the text rank within the top `min_rank` categories of its target taxonomy? Returns `pass`, the target's rank and gap to #1, the taxonomy's top five, and the unused phrases to work in. Use it as a content-pipeline gate. Paid, $0.05/call; read-only and safe to retry.

100.0/100

1 trials · measured 8 days ago

topic_scorer_gate scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against co.pixelcove/topic-scorer, 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
self-provisionable
Category
Finance & compliance
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.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: topic_scorer_gate
[![Vouch score](https://vouch.tools/api/tools/594132a6-05b9-4fa9-a057-17f59e8bfd49/badge.svg)](https://vouch.tools/tools/594132a6-05b9-4fa9-a057-17f59e8bfd49)
topic_scorer_gate — Vouch