Leaderboard/io.github.lazymac2x/llm-output-quality-monitor
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

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

github.com/lazymac2x/llm-output-quality-monitor-api↗|v1.0.0

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

97/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance37/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
98.4ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 98ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 98ms, task completion: 100%
Skills
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

Tools
5 tools verified via live probe
verified 4h ago
Server: llm-output-quality-monitor-apiVersion: 1.0.0Protocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
May 20, 2026success98.4msPass
May 18, 2026success77msPass
Source Registries
mcp-registry
First Seen
May 16, 2026
Last Seen
May 19, 2026
Last Probed
May 20, 2026