operator_new_on_brand

shallow

com.webotee/amazon-product-research-mcp · Verify this server

Operators newly OBSERVED on a brand in a recent window — counted at BRAND level: a seller's FIRST observation anywhere across the brand's ASINs falls in the window. This is coverage-robust (a long-present seller was almost certainly seen on some ASIN earlier, so they correctly drop out) — a trustworthy directional 'new on the brand' count, not the inflated per-ASIN number. Still first-OBSERVED, not provably first-to-market. Returns each operator with first_observed, how many of the brand's ASINs we've seen them on, and whether still active. Use for 'who's new on <brand>', 'who's newly showing up on my brand', 'recent sellers on <brand>'. Amazon US/UK. since_days already bounds first_observed below; optional filters (all default to no filter): operator (exact, case-insensitive) + operator_contains, first_observed_from/_to, min/max n_asins_on_brand, min/max total_days_seen, min/max observed_buybox_days, still_active (true/false).

100.0/100

1 trials · measured 8 days ago

operator_new_on_brand scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.webotee/amazon-product-research-mcp, 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
gated
Category
Commerce & retail
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: operator_new_on_brand
[![Vouch score](https://vouch.tools/api/tools/d826dd05-c023-4925-858b-438a4c38cf13/badge.svg)](https://vouch.tools/tools/d826dd05-c023-4925-858b-438a4c38cf13)
operator_new_on_brand — Vouch