The dataset is the product: years of observations sitting behind the tools, so a question like who has held the buy box on this ASIN over the past 24 months comes back immediately instead of being scraped on demand. That also draws the boundary — answers are historical and pre-collected, which makes them consistent and citeable but not today's shelf price, and nothing here writes back to Amazon.
A hosted connector over Webotee's own Amazon research data: daily marketplace observations across 11 Amazon marketplaces plus Walmart US. You ask in plain language and the assistant picks the tool. It reads and explains only — no tool places an order or changes an Amazon listing, and no Seller Central credentials are involved; you authenticate to Webotee.
- `find_undercompeted_brands` surfaces brands with low seller competition but real sales presence, filtered by price, seller count and sales
- `evaluate_asin_sourcing` scores one ASIN for FBA sourcing on velocity, gating, friction, margin and brand posture, with red flags
- `asin_buybox_history` and `brand_buybox_trajectory` show who has held the buy box over the observed window
- `brand_under_attack` flags a surge in new sellers, buy-box churn or price drops on a brand
- `operator_top_brands` and `brands_in_operator_network` map which sellers carry what, through shared distribution
- `find_underserved_niches` and `evaluate_category_for_private_label` answer whether a category is winnable for a new brand
- `xmkt_pricing_compare` matches an ASIN's Amazon price against Walmart
- The catalog runs to 50+ research tools in total
Nothing to install or self-host: add `https://app.webotee.com/mcp` as a custom connector and sign in over OAuth 2.1 in the browser — no API keys to copy. A paid Webotee plan is required, from Starter at $29/mo with a 7-day free trial; free accounts get an empty tool list and an upgrade message rather than an error. Every tool call counts against a daily allowance — 200 on Starter, 10,000 on Scout + Protect. Clients that only speak local stdio reach it through `mcp-remote`.
One command — claude mcp add --transport http webotee https://app.webotee.com/mcp