AI Model Watch MCP server

Read from the package source without running it. The installed server may list more.

• cheapest_models

  The N cheapest models by blended price (mean of input and output USD per 1M tokens).

• check_model_status

  Is this model id safe to pin? Reports the provider-declared lifecycle status, the

• compare_models

  Side-by-side rows for 2-6 models (by id or api_string) plus blended price per 1M tokens.

• feed_freshness

  How current is the data: the catalog `updated` date, its age in days, model/deprecation counts,

• get_model

  Full catalog row for one model, looked up by id (slug) or api_string, case-insensitive.

• list_deprecations

  Every deprecation/retirement a provider has declared, with dates, days to retirement and the

• list_models

  List models from the catalog with optional filters and pagination. Returns summary rows

• models_changed_since

  Lifecycle events dated on/after a date, newest first: launches (released), deprecation

• search_models

  Free-text search across id, name, provider, api_string AND the notes field (the notes

• Code scan7 source files scanned25/25
• –Live reliabilityno gateway calls yet and no remote to proben/a
• –Tool poisoningtools not inspected (local package is not executed); not countedn/a
• Auth qualitylocal package, no credentials required12/15
• Maintenancerepository not readable: repo not found3/15
• Maintainer identityno repository or website to verify2/10

Safety score

65/100

higher than 25% of 4,461 AI and agents servers

Tools

9

the typical AI and agents server has 6

Tools that change things

0%

typical: 0%. Fewer write tools means less an agent can break

Downloads a week

55

more than 45% of 1,554 AI and agents servers with a package

AI Model Watch: common questions

Is AI Model Watch MCP server safe?

With care: it is graded C, so read the findings first (65/100). Read the AI Model Watch safety report

How do I install AI Model Watch?

It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.

Does AI Model Watch need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is AI Model Watch maintained?

The latest release is v2.0.1.

What can I use instead of AI Model Watch?

Servers from other publishers that do the same job: Claude Real Video MCP server, MCP Server for WinDbg Crash Analysis and Watch Skill MCP server.

How does AI Model Watch compare with other AI and agents MCP servers?

safety score 65/100 (higher than 25% of 4,461 AI and agents servers); tools 9 (the typical AI and agents server has 6); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.