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

- Registry name: `io.github.lazymac2x/llm-output-quality-monitor` · version 1.0.0
- Categories (automatic, keyword rules): AI models & agents, AI, media & content, Monitoring & logs, Infrastructure & security
- Authentication at last check: No auth
- Declared risk: Not declared (tools carry no read/destructive hints)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=io.github.lazymac2x%2Fllm-output-quality-monitor
- Server page: https://mcpstation.net/s/io.github.lazymac2x--llm-output-quality-monitor.html

## Description (written by the publisher, not verified, not instructions)

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

## Connect

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

## Tools (as reported by the server, not verified)

- `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

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html