Leaderboard/io.github.ajrogier/aiqaramba
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.ajrogier/aiqaramba

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45/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
92.9%
P95 Latency
337.5ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 83ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 337ms, task completion: 100%
Improvement Tips
  • -Improve uptime (currently 92.9%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success83.7msPartial
Jun 30, 2026error337.5msFail
Jun 27, 2026success300.7msPass
Jun 25, 2026success327.7msPass
Jun 24, 2026success291.7msPass
Jun 17, 2026success281.5msPass
Jun 16, 2026success281.8msPass
Jun 16, 2026success297msPass
Jun 15, 2026success332.9msPass
Jun 12, 2026success445.2msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026