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…

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
335.3ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 335ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 335ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success335.3msPass
Jun 30, 2026success201.7msPass
Jun 27, 2026success179.9msPass
Jun 25, 2026success124.7msPass
Jun 24, 2026success144.2msPass
Jun 17, 2026success571.1msPass
Jun 16, 2026success1181.6msPass
Jun 16, 2026success252.8msPass
Jun 15, 2026success113.9msPass
Jun 12, 2026success666.4msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026