bestsellers
shallowcom.logimu/shopping-mcp · Verify this server
LIVE Amazon Best Sellers list for one category: up to 100 products in Amazon's rank order, the category's full breadcrumb name, and its subcategories with their URLs. Given a marketplace's root best-sellers URL (or just a country) it returns the top-level categories instead, so you can walk the tree: root -> category -> subcategory, always by the URLs a previous answer returned. USE WHEN the user asks what sells best in a category or department right now, wants a top-100 or best-seller list, or wants to browse Amazon's best-seller categories. DON'T USE for a keyword search (serp is Amazon's live results page, shopping a curated shortlist), for one known ASIN (product), or for a product's rank history (product with bsr_history). RETURNS page_type 'category': current_category (name, full_name = the breadcrumb path, path[] with each ancestor's name/url/node_id, node_id, url), subcategories[] (name, url, node_id), bestsellers[] (rank, asin, title, link, image, rating, ratings_total, price) and pagination; page_type 'root': categories[] (name, url, node_id). Every answer carries observed_at (when the list was fetched from Amazon) and cached. HONESTY: names are in the page's language (German pages are local; fr, it, es, jp, mx and br pages are requested in English); ranks are Amazon's at fetch time; price is null when the card shows none; node_id is null for departments whose URL carries only a slug. LATENCY is SECONDS: ~15-35s for a fresh top 100, ~15s for a root list; Amazon refreshes these lists hourly, so an answer may come from our cache (up to 30 min for a category, 24 h for the root list) and then returns in milliseconds. MARKETPLACES us, uk, de, ca, au, fr, it, es, jp, mx, br (the marketplace comes from the URL; no Walmart). COST API key required (the free no-signup lane cannot run live fetches). 1 credit per page of 50 products returned (the full top 100 = 2), cached or fresh; the root list is free; a category Amazon does not have, a blocked fetch and an empty list are never billed.
1 trials · measured today
bestsellers 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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