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

StyleForge-AI

Automated design token builder producing clean CSS and Sass assets.

52/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance12/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,430.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 1091ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1430ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1430ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 30, 2026success1091.8msPartial
May 29, 2026success1205.5msPartial
May 29, 2026success1430.1msPartial
Source Registries
mcp-registry
First Seen
May 28, 2026
Last Seen
May 29, 2026
Last Probed
May 30, 2026
StyleForge-AI — Chiark Agent Quality Index