Amazon Product Research is an MCP server with 82 tools an agent can call, among them alibaba_supplier_search, amazon_search_results, asin_bsr_history. It answers at https://app.webotee.com/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 10 September 2026; the last check, on 19 October 2026, succeeded.
Amazon brand, seller, niche & buy-box intelligence inside your own Claude or ChatGPT.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
alibaba_supplier_search | Find Alibaba supplier / manufacturer listings for a query (via Serper site:alibaba.com) — returns title + rating + a supplier snippet + the Alibaba link. TEXT ONLY: no price or photo are available via this source (the user sees price / MOQ Inputs: query |
amazon_search_results | Fetch a LIVE Amazon search-results page (SERP) right now — the ranked organic + sponsored listings a shopper would see this minute for a query, with position, ASIN, title, price, rating and badges. Use when the user wants CURRENT ranking/vi Inputs: search_term, marketplace_id, page, max_page, sort_by, exclude_sponsored |
asin_bsr_history | Best Sellers Rank (BSR) HISTORY for one Amazon ASIN — the observed rank series over time, with first/last observation dates, plus the product's identity (brand, title, price, rating, current BSR). Use when the user asks how an ASIN's rank/d Inputs: asin, marketplace_id |
asin_buybox_history | Show which sellers have been winning the buybox for an ASIN over time, AND how the competing-seller pool has changed month over month. Returns a per-week breakdown of buybox winners; a monthly distinct-seller-count series (seller_count_mont Inputs: asin, since_weeks, marketplace_id, seller_name, seller_name_contains, min_observed_buybox_days |
asin_comparables | Find ASINs similar to a given ASIN by brand, price band, and seller count. Use when the user asks 'ASINs like this one', 'similar products', 'comparable ASINs', 'what else is like B08N5WRWNW', or any ASIN-level lookalike question. Each comp Inputs: asin, marketplace_id, limit, min_seller_count, max_seller_count, min_days_observed |
asin_profit_calc | Estimate whether an ASIN can hit a target profit margin given current buybox price, estimated FBA fees, and Amazon referral fee. Use when the user asks 'can I make money on this ASIN', 'profit calculator', 'margin estimate for B08N5WRWNW', Inputs: asin, target_margin_pct, cogs, marketplace_id |
authorized_seller_list | List the saved authorized sellers for a brand. Use when the user asks 'who are my authorized sellers for X', 'show my approved resellers', 'what's my whitelist for this brand'. Inputs: brand, marketplace_id, seller_contains |
authorized_seller_set | Save the authorized sellers for a brand you own/manage — the whitelist that makes 'unauthorized seller' detection possible. The brand must already be tracked in this workspace. Use when the user says 'these are my authorized sellers for X', Inputs: brand, sellers, marketplace_id |
brand_buybox_trajectory | Show how a brand's buybox concentration has changed over time. Returns weekly seller counts and observed buybox days for the trailing window. Use when the user asks 'is this brand getting more competitive', 'concentration trend for Nike', ' Inputs: brand, since_weeks, marketplace_id, trend_in, min_seller_count_change_pct, max_seller_count_change_pct |
brand_new_asins | Show ASINs that recently appeared for a brand. Use when the user asks 'new products for Nike', 'recently added ASINs', 'what new listings does this brand have', or any question about a brand's recent catalog additions. Each ASIN carries pro Inputs: brand, since_days, marketplace_id, limit, asin, asin_contains |
brand_similar | Find brands similar to a given brand by category, price tier, and competition level. Use when the user asks 'brands like Nike', 'similar brands to source', 'show me comparable brands', 'what else is in this niche', or any cohort/lookalike q Inputs: brand, marketplace_id, limit, min_seller_count, max_seller_count, min_asin_count |
brand_under_attack | Detect whether a brand is under competitive attack: an elevated NEW-ENTRANT RATE (brand-level newly-observed sellers vs the trailing-month baseline) combined with buy-box churn. Uses brand-level first-seen (a seller's first observation anyw Inputs: brand, since_weeks, marketplace_id, threat_level_in, signals_in |
brand_xmarket | Check whether a brand sells on Amazon US, Amazon UK, and/or Walmart. Returns per-marketplace seller count, ASIN count, observed buybox days, and control score. Use when the user asks 'does this brand sell on Walmart', 'cross-marketplace pre Inputs: brand, marketplace_id_in, min_seller_count, max_seller_count, min_asin_count, max_asin_count |
brands_gaining_sellers | Find brands that recently gained the most newly-OBSERVED sellers (sellers whose first-seen date on the brand falls in the window) — an observation signal, NOT confirmed market entry (sparse re-sampling can resurface long-present sellers as Inputs: window_days, category, min_new_sellers, limit, marketplace_id, scope |
brands_in_operator_network | Find brands that share operators/sellers with a target brand. Returns brands ranked by how many operators they share. Use when the user asks 'what brands are in X's network?', 'brands related to Ninja', 'who else do Ninja's sellers carry?', Inputs: brand, marketplace_id, limit, brand_contains, min_shared_operators, max_shared_operators |
buybox_loss_alert | Find the ASINs where a brand you own has LOST the buy box to a seller outside your authorized list — ranked by estimated revenue at stake — so you can act on the costliest first. Each flagged ASIN carries its product brand, title and price Inputs: brand, authorized_sellers, marketplace_id, limit, asin, asin_contains |
categories_amazon_retreating | Find categories where Amazon is retreating — net brand exits exceed entries over 90 days (amazon_expansion_net_90d < 0). Returns categories ordered by retreat magnitude. Use when the user asks 'where is Amazon pulling back?', 'which categor Inputs: limit, marketplace_id, category_name, category_name_contains, velocity_tier_in, min_amazon_expansion_net_90d |
category_metrics | Return the full metric set for ONE category at any depth — a root OR a sub-category niche like 'Terrariums'. Covers demand (30-day revenue, units, velocity tier), competition (heat, diversity, brand/ASIN/seller counts), Amazon presence (ret Inputs: category_id, category_name, marketplace_id |
category_new_entrants | Find brands newly OBSERVED in a category — the first date our daily sampling saw the brand there falls in the window. An observation signal, NOT confirmed first-ever entry (sparse re-sampling can resurface a long-present brand as 'new'). Us Inputs: category_id, category_name, since_days, marketplace_id, limit, brand |
category_top_growers | Find brands in a category with the biggest recent growth in seller count and observations. Use when the user asks 'fastest growing brands in Toys', 'top growers in this category', 'which brands are trending up', or any category-scoped growt Inputs: category_id, category_name, since_months, marketplace_id, limit, brand |
category_undercompeted_brands | Find specific BRANDS within a category that have proven multi-seller demand but are still under-competed (a min-seller floor drops single-seller / brand-owner-only listings). Returns BRANDS — not niches or sub-categories. Use for 'undercomp Inputs: category_id, category_name, max_sellers, min_sellers, min_buybox_days, max_avg_price |
collect_asin_now | Pull a LIVE, on-demand snapshot of a single Amazon ASIN right now — current title, price, live offers and the sellers on the listing today — and return it alongside Webotee's historical brand and seller intelligence, including the ASIN's pr Inputs: asin, marketplace_id |
competitive_landscape | Map the competitive landscape for a brand or category root. Returns top 10 sellers by observed buybox days held, top 10 brands by winner-diversity HHI, plus week-over-week deltas. Use when the user asks 'who's winning this category?' or 'wh Inputs: category_root_id, brand, marketplace_id, seller_name, seller_name_contains, min_total_observed_buybox_days |
evaluate_asin_sourcing | Evaluate a single ASIN for FBA sourcing. Returns composite sourcing score (0-100), 5-dimension breakdown (velocity, gating, friction, margin, brand_posture), estimated 30-day demand (units_30d_final + est_revenue_30d) with its source/badge_ Inputs: asin, marketplace_id, qty |
evaluate_brand | Evaluate a brand for portfolio inclusion. Returns brand-level control posture, winner diversity (HHI), Amazon retail dominance %, FBA penetration %, catalog churn rate, total bought-past-month volume, estimated 30-day revenue, avg ship-by d Inputs: brand, marketplace_id, distribution_verdict_in, asin, asin_contains, min_composite_score |
evaluate_category_for_private_label | Assess whether a category or niche (ANY depth — e.g. 'Terrariums') is winnable for a NEW private-label brand. Use for 'is X winnable for private label', 'should I private-label X', 'is the X niche good for a new brand', 'can I launch my own Inputs: category_id, category_name, marketplace_id, verdict_in |
filter_brands_by_fba_share | Return brands whose FBA buybox share is below or above a threshold. FBA share is computed as fba_buybox_days / total_buybox_days * 100 (percentage, 0-100). Use fba_share < 40 to find FBM-heavy brands (carriers hold real inventory) or fba_sh Inputs: marketplace_id, fba_share_op, fba_share_value, min_sourcing_score, sort_by, limit |
filter_operators_by_fba_share | Return operators whose FBA buybox share is below or above a threshold. FBA share is 0-100 (percentage). For a single NAMED seller's profile, the operator-profile tools (operator_classifier / operator_top_brands) are the better first call — Inputs: marketplace_id, fba_share_op, fba_share_value, brand, sort_by, limit |
find_brands_with_high_seller_churn | Find brands experiencing high seller churn relative to their category. Returns brands where seller_churn_30d_delta_vs_cat_pp >= the specified threshold (default 5pp). Optionally filtered by category. Use when the user asks about 'brands los Inputs: category, min_delta_pp, max_delta_pp, limit, marketplace_id, scope |
find_deconcentrating_brands | Find brands where buybox concentration dropped over the last quarter — more sellers are entering, creating opportunity for new entrants. Use when the user asks 'brands losing control', 'deconcentrating brands', 'brands opening up to competi Inputs: since_weeks, min_buybox_days, marketplace_id, limit, brand, brand_contains |
find_new_operators | Find operators (sellers) we FIRST OBSERVED selling recently — their earliest observation in our data falls in the window. An observation signal, NOT confirmed market entry: sparse sampling can surface a long-present seller the first time we Inputs: since_days, min_brands, marketplace_id, limit, seller_name, seller_name_contains |
find_product_across_web | Find where one product sits across the open web — a live cross-retailer price check — with every price anchored to Webotee's independently-observed Amazon buy-box. Give ONE identifier (asin, upc, gtin, or title + brand) and a mode: price_co Inputs: asin, upc, gtin, title, brand, mode |
find_single_seller_brands | Find brands where a single operator controls 100 percent of observed buybox days. These are either gated/exclusive or operator-acquired brands. Use when the user asks 'brands with one seller', 'exclusive brands', 'single-seller brands', 'mo Inputs: min_asins, min_buybox_days, max_avg_price, min_avg_price, category_id, limit |
find_sourcing_opportunities | Given an Amazon ASIN, diagnose its business model (private-label / wholesale / arbitrage) and find real-world supplier, wholesale and arbitrage matches across the web, then return an HONEST sourcing read: a viability qualifier (green/yellow Inputs: asin, marketplace_id |
find_undercompeted_brands | Find brands with low seller competition but real sales presence. The flagship sourcing discovery tool. Use when the user asks 'find brands with few sellers', 'low competition brands', 'undercompeted brands under $50', 'brands I could source Inputs: max_sellers, min_sellers, min_buybox_days, max_avg_price, min_avg_price, seed_brand |
find_underserved_niches | Find UNDER-SERVED NICHES — real SUBCATEGORIES with genuine demand but room to compete, ranked by private-label winnability from 2-year marketplace data. Returns CATEGORIES / sub-categories (e.g. 'Wireless Earbuds', 'Cable Organizers'), NEVE Inputs: category_name, category_id, price_min, price_max, competition, unhappy_shoppers |
gating_repricing_advice | Recommend ungate / arbitrage / avoid for an ASIN, with a 3-bullet rationale citing named metrics (gating_score, amz_retail_dominance_pct, fba_pct, brand_posture). Also returns the ASIN's product brand, title and price (or price range) plus Inputs: asin, marketplace_id |
keyword_cross_marketplace | Check which of the 11 Amazon marketplaces a keyword was observed in Amazon's own autocomplete suggestions, with first/last observed dates and an example current suggestion-list position per marketplace. Use when a seller asks 'does anyone t Inputs: keyword |
keyword_demand | Keywords observed in Amazon's own autocomplete suggestions for a seed term, per marketplace: the current suggestion list(s) for the seed's prefix (each term with its position 1-10 within that list) plus related observed vocabulary starting Inputs: seed, marketplace_id |
lookup_product_by_barcode | Look up products by retail barcode: UPC-12, EAN-13 or GTIN-14. Use when the user gives a numeric product barcode (from a shelf tag, an invoice, a supplier price list, a wholesale catalog) and wants to know which Amazon or Walmart listing it Inputs: barcode, marketplace_id |
map_violations_today, my_competitors, my_opportunities, my_products, my_store, operator_brands_by_competition, operator_buybox_losses, operator_category_dominance, operator_classifier, operator_compare, operator_concentration, operator_lost_brands, operator_new_brands, operator_new_on_brand, operator_resells_what, operator_top_asins, operator_top_brands, operator_xmarket_presence, playbook_create, playbook_list, playbook_run_now, playbook_schedule, product_page_content, risk_assessment, search_products, set_cost_floor, shopping_search, top_expanding_operators, top_sourcing_picks, top_velocity_brands, unauthorized_sellers, watchlist_add, watchlist_add_rule, watchlist_delta, watchlist_diff, watchlist_list, watchlist_remove, watchlist_stats, watchlist_webwide, web_search, webotee_job_status, xmkt_pricing_compare
Every block below points at https://app.webotee.com/mcp. Pick your client and copy.
claude mcp add --transport http amazon-product-research https://app.webotee.com/mcp
{
"mcpServers": {
"amazon-product-research": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://app.webotee.com/mcp"]
}
}
}{
"mcpServers": {
"amazon-product-research": {
"url": "https://app.webotee.com/mcp"
}
}
}{
"servers": {
"amazon-product-research": {
"type": "http",
"url": "https://app.webotee.com/mcp"
}
}
}{
"context_servers": {
"amazon-product-research": {
"url": "https://app.webotee.com/mcp"
}
}
}{
"mcpServers": {
"amazon-product-research": {
"serverUrl": "https://app.webotee.com/mcp"
}
}
}{
"mcpServers": {
"amazon-product-research": {
"url": "https://app.webotee.com/mcp"
}
}
}name: Amazon Product Research
version: 0.0.1
schema: v1
mcpServers:
- name: Amazon Product Research
type: streamable-http
url: https://app.webotee.com/mcp{
"mcpServers": {
"amazon-product-research": {
"httpUrl": "https://app.webotee.com/mcp"
}
}
}{
"mcpServers": {
"amazon-product-research": {
"type": "http",
"url": "https://app.webotee.com/mcp"
}
}
}{
"mcpServers": {
"amazon-product-research": {
"url": "https://app.webotee.com/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fapp.webotee.com%2Fmcp&type=streamable_http&id=amazon-product-research&name=Amazon%20Product%20Research
It answered our last check on 19 October 2026 in 327 ms. Over 6 checks since 10 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by webotee.com and served from app.webotee.com, the vendor's own domain: https://app.webotee.com/mcp.
82, as returned by the server's own tools/list on 11 September 2026: alibaba_supplier_search, amazon_search_results, asin_bsr_history, asin_buybox_history, asin_comparables, asin_profit_calc, authorized_seller_list, authorized_seller_set, and 74 more.
It answered our last check on 19 October 2026 in 327 ms. Over 6 checks since 10 September 2026 it answered 6.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://app.webotee.com/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: com.webotee. Endpoint host: app.webotee.com. ARD identifier: urn:air:com.webotee:mcp:amazon-product-research-mcp.
First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.