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
207.8ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 174ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 207ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success174.7msPass
May 16, 2026success207.8msPass
May 13, 2026success201.7msPass
May 13, 2026success182.9msPass
May 12, 2026success213.6msPass
May 9, 2026success411msPass
May 7, 2026success218.7msPass
May 7, 2026success210.9msPass
May 7, 2026success275.7msPass
May 6, 2026success193msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
May 18, 2026
Last Probed
May 18, 2026