Shop Search MCP

MCP serverSearch

Product search for AI agents: Amazon + Shopify, cart-to-checkout buy path. Pay-per-call, no API key.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the shop search preview tool from Shop Search MCP

From the project's README

As published by light-anchor/shop-search-mcp in README.md.

Product search for AI agents with an executable buy-path — search across Amazon and live Shopify storefronts, vet the merchant, build a cart, get a checkout URL. Pay-per-call over MPP (HTTP 402): no API key, no signup, no account.

Run by Light Anchor, an agency operating real Amazon brands.

Connect (remote MCP server)

Claude Code:

claude mcp add --transport http shop-search https://amazon.lightanchor.ai/mcp

Cursor / Claude Desktop / other stdio-only clients — use the bundled shim:

{
  "mcpServers": {
    "shop-search": {
      "command": "npx",
      "args": ["-y", "github:Light-Anchor/shop-search-mcp"]
    }
  }
}

Tools

ToolCostWhat it does
shop_search_previewfreeTop Amazon result for any product query (rate-limited)
get_paid_endpointsfreeThe full pay-per-call API and how to pay

The full API (pay-per-call, MPP)

EndpointPrice
POST /v1/shop/search$0.0520+ results: Amazon + live Shopify stores with agent-executable cart routes
POST /v1/shop/cart$0.05Builds a real cart on any Shopify store → returns its checkout URL
POST /v1/amazon/product$0.05Live ASIN snapshot: price, BSR, rating distribution, seller
POST /v1/amazon/listing-audit$1.00Conversion audit: score, grade, ranked defects, top fixes
POST /v1/review-insights$5.00Evidence-linked review analysis (async, free polling)
trust.lightanchor.ai /v1/trust-check$0.25Merchant buy-safety verdict for any shop URL

Agent setup one-liner: Read https://amazon.lightanchor.ai/skill.md and set it up

  • Try it in a browser: amazon.lightanchor.ai/demo
  • Docs: llms.txt · OpenAPI
  • Payments settle via MPP tempo.charge; malformed inputs are rejected before payment settles — agents are never charged for typos.

Tools it offers (2)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • shop_search_preview
  • get_paid_endpoints

Signals

Last commit
Aug 2026

ahel review

  • S4low
    published under sangha's namespace; repository belongs to light-anchor

Automated review, not a security audit. Ruleset v1.

Advanced
Delivery
shop-search MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-sangha-lightanchor-shop-search
Source
github.com/light-anchor/shop-search-mcp
Hosted endpoint
https://amazon.lightanchor.ai/mcp