Leaderboard/Talent-Augmenting Layer
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Talent-Augmenting Layer

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34/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
71.4%
P95 Latency
381.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 381ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 381ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 71.4%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success381.2msPartial
Jun 30, 2026error159.8msFail
Jun 27, 2026error300.2msFail
Jun 25, 2026error294.5msFail
Jun 24, 2026error252msFail
Jun 17, 2026success322.1msPartial
Jun 16, 2026success319.5msPartial
Jun 16, 2026success302.6msPartial
Jun 15, 2026success146.8msPartial
Jun 12, 2026success296.9msPartial
Source Registries
mcp-registry
First Seen
Apr 9, 2026
Last Seen
Jul 6, 2026
Last Probed
Jul 3, 2026