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…

59/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance19/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
96.3ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 93ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 96ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 16, 2026success93.7msPass
May 13, 2026success96.3msPass
May 13, 2026success32.3msPass
May 12, 2026success46msPass
May 11, 2026success94.7msPass
May 9, 2026success24.8msPass
May 7, 2026success152.7msPass
May 7, 2026success139.6msPass
May 7, 2026success144.2msPass
May 6, 2026success157msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 16, 2026
Last Probed
May 16, 2026