Leaderboard/Monte Carlo
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Monte Carlo

Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
244.6ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 221ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 244ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success221.8msPass
Apr 10, 2026success441.1msPass
Apr 10, 2026success169.7msPass
Apr 10, 2026success219.4msPass
Apr 10, 2026success244.6msPass
Source Registries
mcp-registry
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
Monte Carlo — Chiark Agent Quality Index