Server data from the Official MCP Registry
Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.
About
Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.
Security Report
The ModelWatch MCP server is a legitimate drift-monitoring tool with appropriate authentication and reasonable permissions for its purpose. However, the codebase contains several moderate-severity concerns: API keys are passed through environment variables without explicit validation or warnings, the frontend stores API keys in localStorage (persistent across sessions) which increases exfiltration surface, and the weekly drift report script makes unauthenticated calls to multiple LLM providers. These issues do not indicate malicious intent but represent real security practices that users should understand. Supply chain analysis found 12 known vulnerabilities in dependencies (0 critical, 6 high severity). Package verification found 1 issue.
6 files analyzed · 21 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
What You'll Need
Set these up before or after installing:
Environment variable: MODELWATCH_API_KEY
Environment variable: MODELWATCH_API_BASE
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-bch1212-modelwatch": {
"env": {
"MODELWATCH_API_KEY": "your-modelwatch-api-key-here",
"MODELWATCH_API_BASE": "your-modelwatch-api-base-here"
},
"args": [
"-y",
"modelwatch-mcp"
],
"command": "npx"
}
}
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