Leaderboard/ai.smithery/smithery-ai-national-weather-service
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.smithery/smithery-ai-national-weather-service

github.com/smithery-ai/mcp-servers↗✓|v1.0.0
AI & AgentsData & Analytics

Provide real-time and forecast weather information for locations in the United States using natura…

47/100
Operational Score
Score Breakdown
Availability27/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
99.7%
P95 Latency
333.4ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 417ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 333ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 3, 2026success417.3msPass
Apr 3, 2026success500.8msPass
Apr 3, 2026success137.6msPass
Apr 3, 2026success156.7msPass
Apr 3, 2026success116msPass
Apr 2, 2026success279.2msPass
Apr 2, 2026success126.7msPass
Apr 2, 2026success94.1msPass
Apr 2, 2026success105.7msPass
Apr 2, 2026success121.4msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026