Leaderboard/Silicon Friendly
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Silicon Friendly

siliconfriendly.com↗|v1.0.0
AI & Agents

Directory rating websites on AI-agent-friendliness. L0-L5 taxonomy across 30 criteria.

52/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance12/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,168.1ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 835ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1168ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1168ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 16, 2026success835.2msPartial
May 13, 2026success795.6msPartial
May 13, 2026success800msPartial
May 12, 2026success1168.1msPartial
May 11, 2026success803.8msPartial
May 9, 2026success825.9msPartial
May 7, 2026success1286.4msPartial
May 7, 2026success841.4msPartial
May 7, 2026success835.5msPartial
May 6, 2026success800.6msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 16, 2026