Spree Commerce developer docs for AI agents
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Description from the maker (original English)
Routes natural-language shopping queries to merchant storefronts, returns normalized results.
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http biznetai https://biznetaimcp.consumergenie.net/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"biznetai": {
"url": "https://biznetaimcp.consumergenie.net/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"biznetai": {
"type": "http",
"url": "https://biznetaimcp.consumergenie.net/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
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In the same category: Spree Commerce developer docs for AI agents, Stripe MCP, Sessy — Amazon SES observability
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Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Stripe’s official server lets AI view and manage customers, products, payments and invoices. Connect to Stripe’s cloud and sign in with OAuth.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
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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.
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.
| URL | https://biznetaimcp.consumergenie.net/mcp |
| Transport | streamable-http |
| Auth | Required — Authorization: Bearer on every request |
The server is stateless per request — there is no session handshake to perform first.
Access is self-serve:
curl -X POST https://api.merchant.registration.consumergenie.net/api/developer-keys \
-H "Content-Type: application/json" \ -d '{"email": "you@example.com", "name": "Your Name", "reason": "Building an AI shopping assistant"}'
2. 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.
Most clients speak stdio, so bridge through mcp-remote, passing your key as a header:
{
"mcpServers": { "biznetai": { "command": "npx", "args": [ "-y", "mcp-remote", "https://biznetaimcp.consumergenie.net/mcp", "--header", "Authorization:Bearer ${BIZNETAI_API_KEY}" ] } } }
BASE_URL="https://biznetaimcp.consumergenie.net/mcp"
API_KEY="bnai_live_..."
curl -X POST "$BASE_URL" \ -H "Content-Type: application/json" \ -H "Accept: application/json, text/event-stream" \ -H "Authorization: Bearer $API_KEY" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"list_categories","arguments":{}}}'
list_categoriesReturn the full BizNetAI merchant category vocabulary. Useful for understanding what kinds of merchants are available before querying.
find_merchantsFind live merchants matching a query — useful when you want merchant identity before doing a custom product lookup.
query str required Natural language search query
country str required ISO country code (e.g. US, CA) limit int 0 Max merchants to return (0 = all live matches)
list_merchantsList 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.
country str required ISO country code (e.g. US, CA)
category str omit One value from list_categories; omit for every category limit int 0 Page size (0 = the server page cap, 10,000) offset int 0 Skip this many merchants; combine with limit to page
Returns merchants sorted by store_domain:
{
"store_domain": "naturium.com", "store_url": "https://naturium.com", "mcp_endpoint": "https://naturium.com/api/mcp", "categories": ["skincare"], "source_country": "US", "last_seen_at": "2026-06-07T02:18:00Z" }
list_product_varietiesList 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.
country str required ISO country code (e.g. US, CA)
Returns a list of variety objects:
{
"variety": "wireless headphones", "product_count": 50 }
Varieties are country-specific — the same product type can exist under a differently-worded variety, or not at all, in a different country.
find_productsSearch 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.
query str required Natural language product search query
country str required ISO country code (e.g. US, CA) limit int 0 Page size (0 = server default) offset int 0 Results to skip, for paging beyond the first page
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:
{
"title": "Vitamin C Brightening Serum", "description": "...", "price_min": 24.60, "price_max": 24.60, "currency": "USD", "available": true, "url": "https://merchant.com/products/vitamin-c-serum", "image_url": "https://cdn.shopify.com/...", "store_domain": "merchant.com", "mcp_endpoint": "https://merchant.com/api/mcp", "merchant_position": 0, "relevance_score": 0.79 }
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.
| Status | Meaning |
|---|---|
401 | Missing, malformed, invalid, or revoked API key |
429 | Rate limit exceeded — see Retry-After header for when to retry |
Questions or issues with the API — email the address you used to request your key, or open an issue on this repository.