Catalog Attribute Normalizer is a Model Context Protocol (MCP) server: Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs. In practice that means any MCP-compatible AI assistant can call Catalog Attribute Normalizer's tools directly — the model decides when to use them in a conversation or agent run.
It's a hosted (remote) server — point your client at https://catalog-normalizer.acjlabs.com/mcp and you're connected, with nothing to install locally. The current release is v0.1.2, with source at acjlabs/catalog-normalizer on GitHub.
Catalog Attribute Normalizer is listed under Development on mcp.site and works with any MCP client — Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed and the rest of the ecosystem — using the install snippets below. If you maintain Catalog Attribute Normalizer for acjlabs.com, claim this listing to verify ownership, earn the Verified badge, and keep the details current.