
BizNetAI
io.github.biznetaiv1.0.0更新於 Oct 8, 2026
Routes natural-language shopping queries to merchant storefronts, returns normalized results.
概覽
讓助理搜尋美國與加拿大的即時商家店面,取得商品與商家資訊。
- 功能
- 這是一個託管型 MCP 伺服器,會把自然語言購物查詢導向獨立商家店面,並回傳正規化後的商品與商家結果。工具包括:list_categories 回傳商家類別詞彙,find_merchants 尋找符合查詢的線上商家,list_merchants 列出完整商家目錄,list_product_varieties 列出某國家可用的商品品項,find_products 回傳含價格、庫存、連結與相關度分數的排序商品結果。
- 適用情境
- 當助理需要即時商務資料時使用,例如商品搜尋、價格與庫存查詢、商家探索,而不必逐一介接每個商家。涵蓋美國與加拿大 18,000 多家商家,橫跨護膚、服飾、食品、家居與電子等類別。
- 執行需求
- 遠端 streamable-HTTP 端點,無需在本機安裝。需要 API 金鑰,透過 Authorization 標頭以 Bearer 形式送出,金鑰須以電子郵件向 developer-keys 端點申請。每把金鑰有各自的速率限制,預設每分鐘 60 次請求。需要能連線至該託管端點的網路。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 BizNetAI,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
其他 MCP 客戶端
把它新增到你客戶端的 mcpServers 設定中。
{
"mcpServers": {
"biznetai-mcp": {
"type": "http",
"url": "https://biznetaimcp.consumergenie.net/mcp"
}
}
}README
BizNetAI MCP Server
A hosted Model Context Protocol server that routes natural-language shopping queries to live, independent merchant storefronts and returns normalized product and merchant results — built for AI agents and shopping assistants that need real-time commerce data without integrating each merchant individually.
This repository documents the hosted service — there is nothing to install or run locally. Point your MCP client at the endpoint below with an API key and start calling tools.
Merchant Coverage
18,000+ live merchants and growing, across the US and Canada.
Current focus verticals:
skincare · haircare · cosmetics · personal_care · sports_active_wear · clothing · accessories · fine_jewelry · fashion_jewelry · specialty_food · gourmet_food · food_and_beverage · home_decor · home_furnishings · candles_fragrance · wellness · luxury · electronics · consumer_goods · pet · baby_kids
Use list_categories for the authoritative, up-to-date list at query time — new verticals are added periodically.
Use find_merchants for live merchant coverage, or list_merchants for the complete merchant directory (no liveness filtering) — both updated periodically.
Endpoint
The server is stateless per request — there is no session handshake to perform first.
Getting an API Key
Access is self-serve:
- Submit a request with your email, name, and a short description of your use case:
- Once approved, you'll receive an email with your key (
bnai_live_...). It's shown once and never stored in plaintext anywhere — if you lose it, request a new one.
Each key has its own rate limit (default 60 requests/minute). Exceeding it returns
429 with a Retry-After header; a missing, invalid, or revoked key returns 401.
Connecting
MCP client (Claude Desktop, Claude Code, etc.)
Most clients speak stdio, so bridge through
mcp-remote, passing your key as a header:
Raw HTTP
Tools
list_categories
Return the full BizNetAI merchant category vocabulary. Useful for understanding what kinds of merchants are available before querying.
find_merchants
Find live merchants matching a query — useful when you want merchant identity before doing a custom product lookup.
list_merchants
List every active merchant straight from the database — no liveness probing and no
ranking, so the result is complete and the same from one call to the next. Use it when
you need the merchant directory; use find_merchants when you need endpoints confirmed
reachable right now (a merchant whose endpoint is slow to answer can be missing from a
find_merchants result). Some listed endpoints may be temporarily unreachable.
Returns merchants sorted by store_domain:
list_product_varieties
List the product varieties available for a country, with how many results each has.
find_products always resolves your query to one of these, so this is useful for
discovering what specific product searches are likely to succeed — and how many
results to expect — before calling it.
Returns a list of variety objects:
Varieties are country-specific — the same product type can exist under a differently-worded variety, or not at all, in a different country.
find_products
Search for products by matching your query to one of BizNetAI's curated product
varieties (e.g. "wireless headphones", "vitamin c serum") and returning that
variety's already-ranked top results. Call list_product_varieties first if you
want to see upfront what's available for a country before searching.
Results are capped by how many products the matched variety has (usually around 50,
sometimes fewer for a niche search) — offset/limit beyond that returns whatever's
left, not an error. A query that doesn't match any known variety returns [].
Returns a list of normalized product objects:
available reflects whether at least one product variant was in stock as of the last
catalog refresh (boolean only — exact stock counts aren't available from all merchant
backends). relevance_score is a similarity score (higher is more relevant) — there's
no cutoff applied, so you can use it yourself to judge what's a good enough match for
your use case.
Rate Limits & Errors
Support
Questions or issues with the API — email the address you used to request your key, or open an issue on this repository.
License
來源:README.md,提交 7a409d0
工具
0版本歷史
1- v1.0.0最新Sep 16, 2026
