AI Catalog by Crescendo Lab
Check if a product feed is ready for AI shopping (ChatGPT, Gemini, AI Mode): score, gaps, fixes.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"ai-catalog": {
"url": "https://catalog.cresclab.com/api/mcp/"
}
}
}Remote endpoints
https://catalog.cresclab.com/api/mcp/streamable-httpWhat it can do
Tool inventory
Tools (3)
🟢scan_product_feed(feed_url, locale)
Fetch 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.
Input Schema
{
"type": "object",
"properties": {
"feed_url": {
"type": "string",
"description": "Public URL of the product feed or Shopify store, e.g. https://example.com/feed.xml or https://shop.example.com"
},
"locale": {
"type": "string",
"enum": [
"en",
"zh-TW"
],
"description": "Language for shopper questions and labels (default en)."
}
},
"required": [
"feed_url"
]
}🟢get_feed_fix_guide(issue_key)
Explain 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.
Input Schema
{
"type": "object",
"properties": {
"issue_key": {
"type": "string",
"description": "Issue key from scan_product_feed, e.g. no_specs, thin_desc, llm_unanswerable. Omit for all."
}
}
}🟢list_ai_shopping_platforms
List 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.
Input Schema
{
"type": "object",
"properties": {}
}Community
Evidence