Claude.ai / ChatGPT
Settings → Connectors → Add custom connector, paste the endpoint URL. No sign-in needed.
https://catalog.cresclab.com/api/mcp/MCP server · no API key
Connect AI Catalog to Claude, ChatGPT, Cursor or any MCP client. Your agent can scan a product feed, explain each gap, and tell you where product data reaches Gemini, AI Mode and ChatGPT.
https://catalog.cresclab.com/api/mcp/Settings → Connectors → Add custom connector, paste the endpoint URL. No sign-in needed.
https://catalog.cresclab.com/api/mcp/claude mcp add --transport http ai-catalog https://catalog.cresclab.com/api/mcp/{
"mcpServers": {
"ai-catalog": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://catalog.cresclab.com/api/mcp/"]
}
}
}scan_product_feedFetch a public product feed once and score how well AI shopping assistants can understand it (0-100). Returns the biggest gaps (share of products affected), sample shopper questions AI could not answer from the feed, the thinnest products, and a link to fix the gaps. Accepts Google Merchant / Facebook catalog XML, CSV, TSV, or a Shopify store URL. Takes 20-60 seconds. Only summary results are stored.
get_feed_fix_guideExplain what a gap from scan_product_feed means, why AI shopping assistants need that data, and how to fix it with evidence the merchant already owns. Call with no argument to get the full checklist.
list_ai_shopping_platformsList the main AI shopping surfaces and how product data reaches each one (e.g. Google Merchant Center for Gemini / AI Mode / Shopping; ChatGPT merchant program). Overview only, not a list of live integrations.
Scores do not guarantee AI recommendations. Fixing gaps and publishing to Google Merchant Center happens in the free AI Catalog app — free account, no credit card. Also see llms.txt and the server card.