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.

47/100
Operational Score
Score Breakdown
Availability27/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
99.5%
P95 Latency
206.8ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 84ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 206ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 3, 2026success84.4msPass
Apr 3, 2026success99.6msPass
Apr 3, 2026success127.6msPass
Apr 3, 2026success101msPass
Apr 3, 2026success88.8msPass
Apr 3, 2026success99.3msPass
Apr 3, 2026success137msPass
Apr 2, 2026success134.3msPass
Apr 2, 2026success146.1msPass
Apr 2, 2026success148.2msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026