# Cresclab Catalog Ai Catalog MCP server

Source: https://glimind.com/server/mcp-registry%2Fcom.cresclab.catalog%2Fai-catalog
Registry id: `mcp-registry/com.cresclab.catalog/ai-catalog`
Status: live (checked 2026-10-27T02:46:40.863Z)

## Verdict

Cresclab Catalog Ai Catalog MCP server answered 100% of Glimind's liveness checks over 30 days, better than 42% of MCP servers, with 260 ms median handshake and 0 outages in 90 days. Its agent-readiness grade is A (96/100) across 3 tools, costing an agent about 429 tokens to load. Checked every few minutes; no tool is ever called.

## Measurements (30 days)

| Metric | Value | Better than |
|---|---|---|
| Uptime, 30 days | 100% | 42% of MCP servers |
| Median handshake latency | 260 ms | 66% of MCP servers |
| p95 handshake latency | 2358 ms | — |
| Checks in 30 days | 3,615 | — |
| Outages, 90 days | 0 | — |
| Median recovery | — | — |
| Agent-readiness score | 96/100 (A) | 82% of MCP servers |
| Tools | 3 | — |
| Tool-list size for an agent | ~429 tokens | 91% of MCP servers |
| Days observed | 19 | — |

## Install

```json
{
  "mcpServers": {
    "cresclab-catalog-ai-catalog-mcp-server": {
      "type": "http",
      "url": "https://catalog.cresclab.com/api/mcp/"
    }
  }
}
```

Claude Code:

```sh
claude mcp add --transport http cresclab-catalog-ai-catalog-mcp-server https://catalog.cresclab.com/api/mcp/
```

## Tools (3)

- `get_feed_fix_guide`: Explain what a gap from scan_product_feed means, why AI shopping assistants need that data, and how to fix it with evidence the merchant already owns. Call with
- `list_ai_shopping_platforms`: List the main AI shopping surfaces and how product data reaches each one (e.g. Google Merchant Center for Gemini / AI Mode / Shopping; ChatGPT merchant program)
- `scan_product_feed`: Fetch a public product feed once and score how well AI shopping assistants can understand it (0-100). Returns the biggest gaps (share of products affected), sam

Measured by Glimind (https://glimind.com): MCP handshake + tool list only, no tool is ever called. CC BY 4.0.