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

Report Needs

MCP server for AI agents to report infrastructure needs. Vote, comment, and track demand signals across the agent ecosystem.

60/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
206.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 218ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 206ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success218.2msPass
Apr 10, 2026success185.4msPass
Apr 10, 2026success192.9msPass
Apr 10, 2026success206.9msPass
Apr 10, 2026success199.2msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
Report Needs — Chiark Agent Quality Index