search_brands

shallow

io.github.greencore-solutions/gsc-marketplace · Verify this server

When a marketplace or retail sourcing agent calls, it leaves with a brand it can act on — found, verified, and answerable — with Instant Messaging for agents or the human-in-the-loop GSC Trading Desk as next steps. Step 1 — FOUND: search the brands the CPG Knowledge Graph covers in one of 50 markets (live). Returns brand names from the graph's SPARKS depth surface; then call get_brand to verify, get_brand_identifiers for the identifier policy. Depth: 24,126 brands · 5,928 makers · 2,020 banners · 50 markets. Brands, makers and banners are separate registries — never summed.

100.0/100

1 trials · measured 8 days ago

search_brands scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.greencore-solutions/gsc-marketplace, 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: search_brands
[![Vouch score](https://vouch.tools/api/tools/9e0a275a-3a5f-4dbc-bc34-9083c1e7e284/badge.svg)](https://vouch.tools/tools/9e0a275a-3a5f-4dbc-bc34-9083c1e7e284)
search_brands — Vouch