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

Sipflow

SIP/VoIP/telecom grounding for AI agents: vendor docs, RFCs, STIR/SHAKEN, traces, configs.

45/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance5/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
3,450.2ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 666ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 3450ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 3450ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success666.7msPartial
Jun 5, 2026success561.8msPartial
Jun 5, 2026success3450.2msPartial
Jun 4, 2026success456.7msPartial
Jun 3, 2026success360.6msPartial
May 30, 2026success401.6msPartial
May 29, 2026success585.8msPartial
May 29, 2026success271.7msPartial
May 27, 2026success567msPartial
May 27, 2026success309.8msPartial
Source Registries
mcp-registry
First Seen
May 14, 2026
Last Seen
Jun 8, 2026
Last Probed
Jun 9, 2026