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

AnomalyArmor

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
256.9ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 168ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 256ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jun 5, 2026success168.6msPass
Jun 5, 2026success127.4msPass
Jun 4, 2026success138.9msPass
Jun 3, 2026success256.9msPass
May 30, 2026success178.8msPass
May 29, 2026success86.1msPass
May 29, 2026success92.7msPass
May 27, 2026success128.3msPass
May 27, 2026success108.4msPass
May 27, 2026success107.3msPass
Source Registries
mcp-registry
First Seen
Apr 18, 2026
Last Seen
Jun 4, 2026
Last Probed
Jun 5, 2026