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Llm Output Quality Monitor

by lazy-mac.com in AI models & inference

MCP serverPassing, checked 7 h ago

Cloudflare Workers MCP server: llm-output-quality-monitor

https://api.lazy-mac.com/llm-output-quality-monitor/mcp

Last 30 days

All checks passedSome failedAll failedNot checked
Uptime
100%
Response time
88 ms typical, 88 ms slowest 5%
Last check
7 h ago
Next check
any minute now

How to call it

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "llm-output-quality-monitor": {
      "type": "http",
      "url": "https://api.lazy-mac.com/llm-output-quality-monitor/mcp"
    }
  }
}

5 tools

  • quality_validator

    Validate LLM response quality based on length, format, and structure

  • drift_detector

    Detect quality drift between current and previous LLM responses

  • hallucination_scorer

    Pattern-based heuristic risk scoring for LLM responses (0-100). Detects linguistic signals such as contradictory assertions, unsourced claims, and uncertainty markers. Not a semantic hallucination detector.

  • schema_enforcer

    Validate JSON response against schema

  • consistency_check

    Check consistency across multiple LLM responses

Security scan

  • No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.

Recent checks

WhenResultHTTPTime
7 h agoPassed20088 ms