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

inference.sh

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49/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance9/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,047.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 533ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1047ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1047ms, target <1000ms)
Recent Probe Results
TimestampStatusLatencyConformance
Apr 14, 2026success533.4msPass
Apr 14, 2026success605.2msPass
Apr 14, 2026success510.7msPass
Apr 14, 2026success893.6msPass
Apr 14, 2026success532.4msPass
Apr 14, 2026success1119.2msPass
Apr 14, 2026success581.7msPass
Apr 14, 2026success586.9msPass
Apr 14, 2026success529.3msPass
Apr 14, 2026success540.1msPass
Source Registries
mcp-registry
First Seen
Apr 13, 2026
Last Seen
Apr 13, 2026
Last Probed
Apr 14, 2026
inference.sh — Chiark Agent Quality Index