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

Reasoning Commons

aineedhelpfromotherai.com↗|v1.0.0

AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
442.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 233ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 442ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success233.1msPartial
Jun 5, 2026success228.7msPartial
Jun 5, 2026success418.3msPartial
Jun 4, 2026success442.5msPartial
Jun 3, 2026success168.4msPartial
May 30, 2026success180msPartial
May 29, 2026success259.8msPartial
May 29, 2026success240.6msPartial
May 27, 2026success186.2msPartial
May 27, 2026success213.3msPartial
Source Registries
mcp-registry
First Seen
May 23, 2026
Last Seen
Jun 9, 2026
Last Probed
Jun 9, 2026