SERVER

Catalog Attribute Normalizer

Rank #24,649

com.acjlabs/catalog-normalizer

Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.

First listed
Jul 21, 2026
Last publish date
Jul 31, 2026
OVERVIEW

Catalog Attribute Normalizer is a Model Context Protocol (MCP) server published by acjlabs. It ranks #24,649 of 97,654 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. Catalog Attribute Normalizer is listed across 2 registries — Official MCP and Glama, with 3 tracked versions. It was first listed on Jul 21, 2026 and most recently updated on Jul 31, 2026.

STANDING
#24,649of 97,654 tracked serversTop 50%

Ranks ahead of 73,005 of 97,654 servers on MCP Toplist.

CONNECT

Use Catalog Attribute Normalizer

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Add Catalog Attribute Normalizer to any MCP client (Claude, Cursor, VS Code, …) with one of the configs below.

Remote · HTTP
{
  "mcpServers": {
    "catalog-normalizer": {
      "url": "https://catalog-normalizer.acjlabs.com/mcp"
    }
  }
}
BADGE

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Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 50% of 97,654
Markdown
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HTML
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REGISTRIES

Listed on 2 registries

ORGANIZATION

acjlabs

Organization
Servers in org
3
Versions across org
7
MORE FROM THIS PUBLISHER

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VERSIONS

Available versions (3)

0.1.0 · Jul 21, 20260.1.1 · Jul 25, 20260.1.2 · Jul 31, 2026Jul 21, 2026Jul 31, 2026
VersionPublished
0.1.2Jul 31, 2026
0.1.1Jul 25, 2026
0.1.0Jul 21, 2026
FAQ

Frequently asked questions

Who maintains Catalog Attribute Normalizer?
Catalog Attribute Normalizer is maintained by acjlabs, which publishes 3 MCP servers (7 total versions) tracked on MCP Toplist.
Is Catalog Attribute Normalizer listed on the Official MCP Registry?
Yes — Catalog Attribute Normalizer is listed on the Official MCP Registry, alongside Glama.
How many versions does Catalog Attribute Normalizer have?
MCP Toplist tracks 3 versions of Catalog Attribute Normalizer, most recently published on Jul 31, 2026.
Where can I find the source code for Catalog Attribute Normalizer?
The source code for Catalog Attribute Normalizer is hosted at github.com/acjlabs/catalog-normalizer.
EXPLORE
Catalog Attribute Normalizer - MCP Server #24,649 | MCP Toplist