Connect Catalog Attribute Normalizer and your agent gets 1 tool, among them normalize_catalog. It answers at https://catalog-normalizer.acjlabs.com/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 4 September 2026; the last check, on 17 October 2026, succeeded.
Normalizes messy catalog attributes, maps categories to Google/Shopify/Amazon. MCP + HTTPS API.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
normalize_catalog | Normalizes 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 s Inputs: products, target_taxonomies |
Every block below points at https://catalog-normalizer.acjlabs.com/mcp. Pick your client and copy.
claude mcp add --transport http catalog-attribute-normalizer https://catalog-normalizer.acjlabs.com/mcp
{
"mcpServers": {
"catalog-attribute-normalizer": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://catalog-normalizer.acjlabs.com/mcp"]
}
}
}{
"mcpServers": {
"catalog-attribute-normalizer": {
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"servers": {
"catalog-attribute-normalizer": {
"type": "http",
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"context_servers": {
"catalog-attribute-normalizer": {
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"mcpServers": {
"catalog-attribute-normalizer": {
"serverUrl": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"mcpServers": {
"catalog-attribute-normalizer": {
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}name: Catalog Attribute Normalizer
version: 0.0.1
schema: v1
mcpServers:
- name: Catalog Attribute Normalizer
type: streamable-http
url: https://catalog-normalizer.acjlabs.com/mcp{
"mcpServers": {
"catalog-attribute-normalizer": {
"httpUrl": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"mcpServers": {
"catalog-attribute-normalizer": {
"type": "http",
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}{
"mcpServers": {
"catalog-attribute-normalizer": {
"url": "https://catalog-normalizer.acjlabs.com/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fcatalog-normalizer.acjlabs.com%2Fmcp&type=streamable_http&id=catalog-attribute-normalizer&name=Catalog%20Attribute%20Normalizer
It answered our last check on 17 October 2026 in 540 ms. Over 10 checks since 4 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by acjlabs.com and served from catalog-normalizer.acjlabs.com, the vendor's own domain: https://catalog-normalizer.acjlabs.com/mcp.
1, as returned by the server's own tools/list on 9 September 2026: normalize_catalog.
It answered our last check on 17 October 2026 in 540 ms. Over 10 checks since 4 September 2026 it answered 10.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://catalog-normalizer.acjlabs.com/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: com.acjlabs. Endpoint host: catalog-normalizer.acjlabs.com. ARD identifier: urn:air:com.acjlabs:mcp:catalog-normalizer.
First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.