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

DevOps Agent

Manage AWS, Azure, GCP, Kubernetes, CI/CD, Docker, Terraform and more. 643 tools.

40/100
Operational Score
Score Breakdown
Availability20/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
95.7%
P95 Latency
282.1ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 67ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 282ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 95.7%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success67.4msPartial
May 16, 2026success74.8msPartial
May 13, 2026success282.1msPartial
May 13, 2026success184.9msPartial
May 12, 2026success66.1msPartial
May 11, 2026success81.9msPartial
May 9, 2026success112.6msPartial
May 7, 2026success182.8msPartial
May 7, 2026success221.5msPartial
May 7, 2026success167.7msPartial
Source Registries
mcp-registry
First Seen
Apr 6, 2026
Last Seen
May 19, 2026
Last Probed
May 18, 2026