Leaderboard/XFMS — Model Source
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

XFMS — Model Source

xpansion.dev/xfms↗|v0.4.0

Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.

62/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance22/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
44.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 31ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 44ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success31.3msPartial
Jun 30, 2026success34.7msPartial
Jun 27, 2026success44.2msPartial
Jun 25, 2026success13.6msPartial
Jun 24, 2026success25.4msPartial
Jun 17, 2026success38msPartial
Jun 16, 2026success37.1msPartial
Jun 16, 2026success37.5msPartial
Jun 15, 2026success31.2msPartial
Jun 12, 2026success52.7msPartial
Source Registries
mcp-registry
First Seen
May 18, 2026
Last Seen
Jul 4, 2026
Last Probed
Jul 3, 2026