MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.
Octomil
Manage, optimize, and deploy machine learning models to edge devices with automated hardware-aware configurations. Generate, review, and test code using local inference to reduce costs and enhance privacy. Benchmark model performance and scan codebases to identify the most efficient on-device integration points.
50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
224.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 178ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 224ms, task completion: 0%
Improvement Tips
- -Fix MCP initialize handshake errors
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| Apr 10, 2026 | success | 178.9ms | Partial |
| Apr 10, 2026 | success | 193.7ms | Partial |
| Apr 10, 2026 | success | 224.9ms | Partial |
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026