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

Appendix

Physician-reviewed medical opinions and prescriptions for AI agents.

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
530.4ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 130ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 530ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 14, 2026success130.3msPartial
Jul 12, 2026success530.4msPartial
Jul 8, 2026success111.3msPartial
Jul 8, 2026success105.3msPartial
Jul 3, 2026success136.7msPartial
Jun 30, 2026success157.9msPartial
Jun 27, 2026success138.6msPartial
Jun 25, 2026success180.6msPartial
Jun 24, 2026success201msPartial
Jun 17, 2026success126msPartial
Source Registries
mcp-registry
First Seen
Jun 2, 2026
Last Seen
Jul 17, 2026
Last Probed
Jul 14, 2026