io.github.lazymac2x/llm-output-quality-monitor

up checked 2026-11-12T06:38:41.765Z

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Publisher-provided description

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

Summary by lookupd

Scores LLM responses for hallucination risk, drift, consistency, format and schema compliance to help assess output quality.

Install

Claude Code, remote (streamable-http)

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

Codex, remote (streamable-http)

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

Cursor, remote (streamable-http) → .cursor/mcp.json

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

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (5 tools)

Publisher-provided text

• 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 m
• schema_enforcer Validate JSON response against schema
• consistency_check Check consistency across multiple LLM responses

Details

• Version: 1.0.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 482 ms
• First indexed: 2026-11-01T09:38:18.469Z
• Last seen in registry: 2026-11-01T09:38:18.469Z
• Repository: https://github.com/lazymac2x/llm-output-quality-monitor-api

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• Last crawl: 2026-11-13T00:39:08.687Z
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• MCP URL: https://api.lookupd.com/mcp