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

Kaito Query Service

github.com/TheSandemon/sand-gallery↗|v1.2.0
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65/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
654.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 260ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 654ms, task completion: 100%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 20, 2026success260.8msPartial
May 18, 2026success654.9msPartial
May 16, 2026success337.9msPartial
May 13, 2026success100.4msPartial
May 13, 2026success320msPartial
May 12, 2026success526msPartial
May 11, 2026success197.6msPartial
May 9, 2026success512.5msPartial
May 7, 2026success162.4msPartial
May 7, 2026success896.2msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 19, 2026
Last Probed
May 20, 2026