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

Kaito Query Service

AI & Agents

AI LLM with Gemini, MiniMax, Replicate, OpenRouter. Vision, search, code review. USDC on Base.

65/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
723.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 723ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 723ms, task completion: 100%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success723.1msPartial
Jun 30, 2026success150.1msPartial
Jun 27, 2026success551.3msPartial
Jun 25, 2026success166msPartial
Jun 24, 2026success866.7msPartial
Jun 17, 2026success279.8msPartial
Jun 16, 2026success154msPartial
Jun 16, 2026success115.8msPartial
Jun 15, 2026success202.4msPartial
Jun 12, 2026success256.8msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026