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

LLM Optimizer

AI & Agents

AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.

0/100
Operational Score
Score Breakdown
Availability0/30
Conformance0/30
Performance0/40
Key Metrics
Uptime 30d
0.0%
P95 Latency
8,432.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Unreachable — Timeout:
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
Improvement Tips
  • -Reduce response time (currently 8432ms, target <1000ms)
  • -Improve uptime (currently 0.0%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
May 21, 2026timeout0msFail
May 20, 2026timeout0msFail
May 18, 2026timeout0msFail
May 16, 2026error8432.9msFail
May 13, 2026timeout0msFail
May 13, 2026error8713.9msFail
May 12, 2026timeout0msFail
May 11, 2026timeout0msFail
May 9, 2026timeout0msFail
May 7, 2026error8367.2msFail
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 21, 2026
Last Probed
May 21, 2026