MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.
WhichModel
Cost-optimized LLM model routing recommendations for autonomous AI agents
57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
455.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 302ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 455ms, task completion: 0%
Improvement Tips
- -Fix MCP initialize handshake errors
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| Apr 7, 2026 | success | 302.5ms | Partial |
| Apr 7, 2026 | success | 339.2ms | Partial |
| Apr 7, 2026 | success | 455.4ms | Partial |
| Apr 7, 2026 | success | 265.6ms | Partial |
Source Registries
mcp-registry
First Seen
Apr 7, 2026
Last Seen
Apr 7, 2026
Last Probed
Apr 7, 2026