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

Monte Carlo

docs.getmontecarlo.com/docs/mcp-server↗|v1.1.1

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
236ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 133ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 236ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 22, 2026success133.3msPass
May 22, 2026success180.7msPass
May 21, 2026success182.7msPass
May 20, 2026success182.1msPass
May 18, 2026success236msPass
May 16, 2026success206.8msPass
May 13, 2026success160.8msPass
May 13, 2026success152.5msPass
May 12, 2026success147.7msPass
May 11, 2026success235.8msPass
Source Registries
mcp-registry
First Seen
Apr 10, 2026
Last Seen
May 22, 2026
Last Probed
May 22, 2026