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

Competitive Analysis

Produce a comprehensive competitive landscape report that compares rivals, positioning, and differentiators. Identify strengths, weaknesses, market gaps, and opportunities to refine strategy. Save hours of research with a clear, ready-to-share summary for stakeholders.

47/100
Operational Score
Score Breakdown
Availability27/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
99.6%
P95 Latency
617.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 271ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 617ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 1, 2026success271.9msPass
Apr 1, 2026success223.4msPass
Apr 1, 2026success794.1msPass
Apr 1, 2026success207.5msPass
Apr 1, 2026success300.6msPass
Apr 1, 2026success192.7msPass
Apr 1, 2026success372.4msPass
Apr 1, 2026success266.9msPass
Apr 1, 2026success303.8msPass
Apr 1, 2026success245.6msPass
Source Registries
smithery
First Seen
Mar 26, 2026
Last Seen
Mar 31, 2026
Last Probed
Apr 1, 2026