Leaderboard/com.vincario/vehicle-data
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

com.vincario/vehicle-data

Vehicle data for AI: VIN decoder, automotive specs, stolen checks, valuation and way more.

60/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
329.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 311ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 329ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 22, 2026success311.1msPartial
May 22, 2026success304.3msPartial
May 21, 2026success329.5msPartial
May 20, 2026success290.7msPartial
May 18, 2026success314.7msPartial
May 16, 2026success299.5msPartial
May 13, 2026success327.9msPartial
May 13, 2026success356.1msPartial
May 12, 2026success363.8msPartial
May 11, 2026success403.5msPartial
Source Registries
mcp-registry
First Seen
Apr 9, 2026
Last Seen
May 22, 2026
Last Probed
May 22, 2026