SERVER

Catalog Attribute Normalizer

Rank #46,621

com.acjlabs/catalog-normalizer

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

3 versions
2 GitHub stars
by acjlabs (3 servers)View repository ↗
First listed
Jul 21, 2026
Last publish date
Jul 31, 2026
PURPOSE

What you can do with Catalog Attribute Normalizer

Catalog Attribute Normalizer is a Model Context Protocol (MCP) server published by acjlabs. It ranks #46,621 of 167,945 active servers 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.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Catalog Attribute Normalizer can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Catalog Attribute Normalizer

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

MCP Toplist probed the public endpoint on Oct 28, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by Glama, last synced Nov 3, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect Catalog Attribute Normalizer and confirm it works

Remote · HTTP
claude mcp add --transport http catalog-normalizer https://catalog-normalizer.acjlabs.com/mcp
First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by acjlabs
View all acjlabs servers →

No task-specific alternatives are catalogued for Catalog Attribute Normalizeryet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Jul 21, 2026
Latest version published
Jul 31, 2026
Version history
3 versions tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 28, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Nov 3, 2026
Registry sightings

Do you maintain Catalog Attribute Normalizer? to correct or enrich this profile.

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
STANDING
#46,621of 167,945 active serversTop 50%

Ranks ahead of 121,324 of 167,945 servers on MCP Toplist.

BADGE

Show your rank

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

MCP Toplist: Top 50% of 167,945
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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.
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