Leaderboard/Piranha Vision & DevTools
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Piranha Vision & DevTools

Utilities

BJJ video analysis — YOLO pose detection, AI technique analysis, and highlight reels.

5/100
Operational Score
Score Breakdown
Availability0/30
Conformance0/30
Performance5/40
Key Metrics
Uptime 30d
0.0%
P95 Latency
1,078.8ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Unreachable
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
Improvement Tips
  • -Reduce response time (currently 1078ms, target <1000ms)
  • -Improve uptime (currently 0.0%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
Apr 2, 2026error642.7msFail
Apr 2, 2026error739.1msFail
Apr 2, 2026error653.6msFail
Apr 2, 2026error664.5msFail
Apr 2, 2026error877.9msFail
Apr 2, 2026error803.2msFail
Apr 2, 2026error657.7msFail
Apr 2, 2026error657.4msFail
Apr 2, 2026error671.4msFail
Apr 2, 2026error846.7msFail
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 2, 2026