io.github.lazymac2x/llm-output-quality-monitor
io.github.lazymac2x/llm-output-quality-monitor · v1.0.0 · MCP 2024-11-05
Cloudflare Workers MCP server: llm-output-quality-monitor
Reachability
reachable
checked 2026-07-14 04:08 UTC
Registry status active
Tools pinned 5
6e822a1b9b2c
Tools last changed
unchanged since first capture 2026-07-14
Provenance
Registry namespace io.github.lazymac2x
(GitHub-account verified by the official registry)
Remote endpoints
https://api.lazy-mac.com/llm-output-quality-monitor/mcp (streamable-http)
Observed changes
| When (UTC) | Event | Detail |
|---|---|---|
| 2026-07-14 04:08 | first capture | 5 tools pinned |
Pinned tool definitions (5)
| Tool | Description |
|---|---|
| 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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