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

Demand Discovery AI

Sales-agent MCP for Demand Discovery AI. Validate startup ideas with behavioral signals.

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
252.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 252ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 252ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success252.2msPartial
Jun 30, 2026success186.2msPartial
Jun 27, 2026success156.1msPartial
Jun 25, 2026success217.9msPartial
Jun 24, 2026success156.2msPartial
Jun 17, 2026success258.8msPartial
Jun 16, 2026success233.6msPartial
Jun 16, 2026success225msPartial
Jun 15, 2026success271.7msPartial
Jun 12, 2026success246.4msPartial
Source Registries
mcp-registry
First Seen
May 19, 2026
Last Seen
Jul 3, 2026
Last Probed
Jul 3, 2026