Catalog Attribute Normalizer
Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.
Connector by acjlabs.com · Domain verified by the MCP Registry
Install
Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install connector/acjlabs-com-catalog-normalizer
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Remote endpoint
https://catalog-normalizer.acjlabs.com/mcpRemote (HTTP)
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About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.
- Tools
- 1 read · 0 write · 0 deleteRead-only
- Secrets
- None asked for
- Install scripts
- Nothing to install (hosted)
- Runs as
- Hosted (remote endpoint)
Tools by what they do 1
From the running server's own tool list (tools/list) on Oct 25, 2026.
Read 1 · Look things up without changing anything.
normalize_catalog
Network hosts it talks to 1
catalog-normalizer.acjlabs.com· found in remote endpoint, install command
Tools (1)
As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].
normalize_catalogNormalize Catalogread-onlyNormalizes a batch of catalog products (attribute canonicalization/extraction + category-path mapping into the requested target taxonomies: google, shopify, amazon). Returns one result per input product, same order: a NormalizedProduct on success, or { error, source_title } if that specific product's classification failed — one product's failure never voids the rest of the batch. attributes is keyed by a controlled vocabulary (size, color, material, gender, sleeve_length — unrecognized keys are dropped, not passed through under a model-chosen name) and each value carries provenance: "canonical…
Signals
- Stars
- 2
- Forks
- 0
- Open issues
- 0
- Last commit
- Aug 8, 2026 (2 months ago)
- Last release
- Jul 31, 2026 (3 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- Registry name
com.acjlabs/catalog-normalizer- Version
- 0.1.2
- Auth
- Auth not stated
- License
- License unknown
- Repository
- github.com/acjlabs/catalog-normalizer
- Website
- acjlabs.com/products
- First seen
- Oct 24, 2026
- Last checked
- Oct 25, 2026
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Cite this page
Catalog Attribute Normalizer MCP server. Agent Mart. https://agentmart.dev/connectors/acjlabs-com-catalog-normalizer (last updated 2026-10-25)