product_keywords

shallow

com.logimu/shopping-mcp · Verify this server

REVERSE ASIN on Amazon US: every observed keyword (head search terms taken from Amazon's own autocomplete, page 1 observed about once a week) whose latest page 1 shows the product, organically with its rank or in a sponsored unit present in the page HTML, with the keyword's result count, the Overall Pick badge and the date; organic first, best rank first, with totals (keywords, organic, top 10, sponsored, Overall Pick). Pass asins (up to 10, the product first) to COMPARE it with competitors: each keyword row adds every competitor's organic rank, asins_on_page and gap (a competitor on page 1 organically, the product not); gaps=true keeps only those. history=true adds the first product's rank on each keyword over time. USE WHEN the user asks which keywords a product (theirs or a competitor's) shows up for, where competitors are visible and they are not, or how a product's position on a term moved. Coverage is head search terms and page 1 only (the coverage block gives the counts), so a product shows fewer keywords than a full search index would. NOT volume figures and NOT live: dated weekly samples. A product not seen on any observed page is free (asin_not_found). COST: paid plan required (listed only for keys on a paid plan); 1 credit per 25 keywords returned per ASIN compared (+0.5 with history when a keyword has more than one observation). Counts against the derived daily cap (default 2,000 calls per key).

100.0/100

1 trials · measured today

product_keywords scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.logimu/shopping-mcp, measured 20 Oct 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
2026-10-20100.0shallowv0.2.0

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: product_keywords
[![Vouch score](https://vouch.tools/api/tools/6631fc86-cd75-4a80-b6ef-89ef73ef8192/badge.svg)](https://vouch.tools/tools/6631fc86-cd75-4a80-b6ef-89ef73ef8192)
product_keywords — Vouch