Leaderboard/io.github.dhanaway/analog-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.dhanaway/analog-mcp

github.com/dhanaway/analog↗|v1.0.5
Developer Tools

Query real-time US data and AI-analyzed attributes across the country.

25/100
Operational Score
Score Breakdown
Availability10/30
Conformance0/30
Performance15/40
Key Metrics
Uptime 30d
92.9%
P95 Latency
152.1ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Unreachable — Request error: [Errno -2] Name or service not known
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 152ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 92.9%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026error0msFail
Jun 30, 2026success152.1msPartial
Jun 27, 2026success143.9msPartial
Jun 25, 2026success121.1msPartial
Jun 24, 2026success153.6msPartial
Jun 17, 2026success157.7msPartial
Jun 16, 2026success144.7msPartial
Jun 16, 2026success241.4msPartial
Jun 15, 2026success133.3msPartial
Jun 12, 2026success144.7msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026