When AI shops your category, does it pick you or your compet
See whether AI recommends your products across ChatGPT, AI search and Shopify Catalog. The same structured product data drives SEO, AEO and agentic checkout. Free public-data check, no install.
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https://gpt.atomz.aihttps://mcp.visibletoagents.com/mcpLast probed Nov 3, 2026 · mcp.visibletoagents.com
13tools discovered
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Discover
discoverSurface a few curated luxury picks for a moment or intent. Use this when she asks for a recommendation and has not linked her account. Results are filtered to a curated brand allowlist. Returns at most 5 options, each with a one-line reason.
Add to workspaceGet your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsSee whether AI recommends your products across ChatGPT, AI search and Shopify Catalog. The same structured product data drives SEO, AEO and agentic checkout. Free public-data check, no install.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
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Schemas and invoke metadata: Directory API
MCPBundles probed 13 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
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