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

ai.smithery/smithery-ai-cookbook-python-quickstart

github.com/smithery-ai/smithery-cookbook↗✓|v1.13.1
AI & Agents

A simple MCP server built with FastMCP and python

47/100
Operational Score
Score Breakdown
Availability27/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
99.7%
P95 Latency
408.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 142ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 408ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 2, 2026success142.9msPartial
Apr 2, 2026success409msPartial
Apr 2, 2026success158.2msPartial
Apr 2, 2026success231.2msPartial
Apr 2, 2026success151.3msPartial
Apr 2, 2026success204.9msPartial
Apr 2, 2026success148.5msPartial
Apr 2, 2026success563.5msPartial
Apr 2, 2026timeout0msFail
Apr 2, 2026success146.2msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 2, 2026