CatalogReady
Rank #13,228glama/PO-VINCENT/ai-shopping-audit
MCP server for auditing product pages to determine AI shopping agent readiness, providing a 0–100 score and actionable fixes.
CatalogReady is a Model Context Protocol (MCP) server published by PO-VINCENT. It ranks #13,228 of 132,046 servers tracked on MCP Toplist, and its repository has 5 GitHub stars. CatalogReady is listed on Glama, with 2 release tags tracked from its GitHub repository. It was first listed on Jul 11, 2026 and most recently updated on Jul 13, 2026.
Ranks ahead of 118,818 of 132,046 servers on MCP Toplist.
Use CatalogReady
No credentials or required configuration declared — add it to your MCP client and go.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2FPO-VINCENT%2Fai-shopping-audit)<a href="https://mcptoplist.com/server/glama%2FPO-VINCENT%2Fai-shopping-audit"><img src="https://mcptoplist.com/badge/glama%2FPO-VINCENT%2Fai-shopping-audit.svg" alt="MCP Toplist: Top 25% of 132,046" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
PO-VINCENT
GitHub releases (2)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.7.0 | Jul 13, 2026 |
| v0.6.0 | Jul 11, 2026 |
Frequently asked questions
- Who maintains CatalogReady?
- CatalogReady is maintained by PO-VINCENT, which publishes 1 MCP server (2 total versions) tracked on MCP Toplist.
- Is CatalogReady listed on the Official MCP Registry?
- CatalogReady is not on the Official MCP Registry. It is listed on Glama.
- How many versions does CatalogReady have?
- No registry surfaces explicit version metadata for CatalogReady; MCP Toplist tracks 2 release tags from its GitHub repository, most recently published on Jul 13, 2026.
- Where can I find the source code for CatalogReady?
- The source code for CatalogReady is hosted at github.com/PO-VINCENT/ai-shopping-audit.
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