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

Willform Agent

github.com/willform-ai/willform-agent↗|v1.0.0
AI & Agents

Deploy containers on Kubernetes with x402 billing. 9 workload types and source builds.

40/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
73.9%
P95 Latency
778.7ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 659ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 778ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 73.9%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success659.7msPass
May 16, 2026success763.6msPass
May 13, 2026success778.7msPass
May 13, 2026success670.8msPass
May 12, 2026success750.6msPass
May 11, 2026success694.1msPass
May 9, 2026success701.2msPass
May 7, 2026success772msPass
May 7, 2026success748msPass
May 7, 2026success941.6msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026