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

Stats Compass

github.com/oogunbiyi21/stats-compass-mcp↗|v0.2.7
Data & Analytics

50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
767.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 415ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 767ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success415.7msPartial
May 16, 2026success290.5msPartial
May 13, 2026success445.2msPartial
May 13, 2026success374msPartial
May 12, 2026success767.1msPartial
May 11, 2026success473.7msPartial
May 9, 2026success432.9msPartial
May 7, 2026success262.6msPartial
May 7, 2026success351.9msPartial
May 7, 2026success311.1msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026