MCP server

AI Catalog by Crescendo Lab

com.cresclab.catalog/ai-catalog

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

Check if a product feed is ready for AI shopping (ChatGPT, Gemini, AI Mode): score, gaps, fixes.

Working at last checkVerified publisher: cresclab.comAbout 442 tokens per request once connected3 tools

https://catalog.cresclab.com/api/mcp/

At a glance

Type: MCP server
Publisher: cresclab.com (verified by the MCP Registry)
Status: Working at last check
Tools: 3
Token cost: About 442 tokens per request
Sets up in: Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
Last checked: 26 Oct 2026, 08:29 UTC

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http ai-catalog https://catalog.cresclab.com/api/mcp/

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.ai-catalog]
url = "https://catalog.cresclab.com/api/mcp/"

Gemini CLI

{"mcpServers":{"ai-catalog":{"httpUrl":"https://catalog.cresclab.com/api/mcp/"}}}

Cursor

{"mcpServers":{"ai-catalog":{"url":"https://catalog.cresclab.com/api/mcp/"}}}

VS Code

{"servers":{"ai-catalog":{"type":"http","url":"https://catalog.cresclab.com/api/mcp/"}}}

Antigravity

agy mcp add ai-catalog https://catalog.cresclab.com/api/mcp/

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"ai-catalog","server_url":"https://catalog.cresclab.com/api/mcp/","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"ai-catalog","server_url":"https://catalog.cresclab.com/api/mcp/"}

get_feed_fix_guide ~124 tokens
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.
list_ai_shopping_platforms ~90 tokens
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.
scan_product_feed ~228 tokens
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 / Facebo

Stormap
Brainstorm scored idea maps, check npm/PyPI packages and vendors, find the right paid API.
Agent Rails
Shopping MCP for AI agents: search, compare, Amazon buy links. Auto-register.
Frontstat Visibility
See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.
Rankli: AI search readiness
Checks if ChatGPT, Claude, Gemini and Perplexity can reach and read a website, with ranked fixes.
Surfaced: Shopify AI Shopping Readiness
Check any Shopify store's readiness for ChatGPT & AI shopping agents. Free, no API key, 8 languages.
Geoa — Get found in ChatGPT
Check whether ChatGPT, Gemini and Perplexity recommend a business, and get fixes for its website.
Radveo
Checks if AI assistants name a local business. Free shareable report, honest fixes, no guarantees.
Facet UCP Shopping
The independent agent-commerce protocol for AI-agent checkout on any online store.

[![AptLynx](https://aptlynx.net/badge/com.cresclab.catalog/ai-catalog.svg)](https://aptlynx.net/servers/com.cresclab.catalog/ai-catalog)

Listing text is written by the maker; AptLynx lists tools and does not vouch for them. Find another tool · Browse by topic · For agents