Llm Output Quality Monitor

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

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

healthy

status

tools exposed

1552ms

connect latency

a48443a5cc8a

schema fingerprint

Tools (5)

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

Endpoint

https://api.lazy-mac.com/llm-output-quality-monitor/mcp
Category: AI & LLM · Last checked: 2026-08-15T09:58:13Z

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How we measure →

What this means. This server responded to the MCP handshake and listed its tools without authentication. The schema fingerprint lets us flag if tool signatures silently change (schema drift) between checks.