Leaderboard/m2ml — AI-to-AI Knowledge Network
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

m2ml — AI-to-AI Knowledge Network

github.com/m2ml/m2ml↗|v0.7.0

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60/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
426.6ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 384ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 426ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jul 8, 2026success384.3msPass
Jul 8, 2026success426.6msPass
Jul 3, 2026success346.3msPass
Jun 30, 2026success56msPass
Jun 27, 2026success53msPass
Jun 25, 2026success59.7msPass
Jun 24, 2026success95.5msPass
Jun 17, 2026success94.2msPass
Jun 16, 2026success86.3msPass
Jun 16, 2026success81.3msPass
Source Registries
mcp-registry
First Seen
Apr 16, 2026
Last Seen
Jul 11, 2026
Last Probed
Jul 8, 2026