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.

60/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
200.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 179ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 200ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 11, 2026success179msPass
Apr 11, 2026success230.9msPass
Apr 11, 2026success200.4msPass
Apr 11, 2026success188.6msPass
Apr 11, 2026success193.3msPass
Source Registries
smithery
First Seen
Apr 11, 2026
Last Seen
Apr 11, 2026
Last Probed
Apr 11, 2026
Monte Carlo — Chiark Agent Quality Index