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.

65/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
171.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 171ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 171ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jun 30, 2026success171.2msPass
Jun 27, 2026success161.3msPass
Jun 25, 2026success195.2msPass
Jun 24, 2026success176msPass
Jun 17, 2026success127.9msPass
Jun 16, 2026success114.2msPass
Jun 16, 2026success183.1msPass
Jun 15, 2026success123.6msPass
Jun 12, 2026success147.5msPass
Jun 11, 2026success132.8msPass
Source Registries
mcp-registry
First Seen
Apr 10, 2026
Last Seen
Jul 2, 2026
Last Probed
Jun 30, 2026