product_keywords
shallowcom.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).
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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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