Llm Output Quality Monitor

Connect Remote server

claude mcp add --transport http llm-output-quality-monitor https://api.lazy-mac.com/llm-output-quality-monitor/mcp

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

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

Settings > Connectors > Add custom connector
URL: https://api.lazy-mac.com/llm-output-quality-monitor/mcp

Tools 5 found in our last check

• 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

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