MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.
checklist
Machine-first beacon of operational ground truth for AI agents. Library registry (correct imports, quickstart, known footguns) and operational checklists. Currently covers Python; expanding to more languages.
54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
304.8ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 216ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 304ms, task completion: 0%
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| Apr 16, 2026 | success | 216.1ms | Pass |
| Apr 16, 2026 | success | 206ms | Pass |
| Apr 16, 2026 | success | 251.4ms | Pass |
| Apr 16, 2026 | success | 224.1ms | Pass |
| Apr 16, 2026 | success | 205.3ms | Pass |
| Apr 16, 2026 | success | 211ms | Pass |
| Apr 16, 2026 | success | 202.5ms | Pass |
| Apr 16, 2026 | success | 218.9ms | Pass |
| Apr 16, 2026 | success | 234.3ms | Pass |
| Apr 16, 2026 | success | 242.7ms | Pass |
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 18, 2026
Last Probed
Apr 16, 2026