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

LLM Optimizer

github.com/jonradoff/llmopt↗|v1.0.0
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
9,684.7ms
Conformance
Fail
Trend
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 9684ms, target <1000ms)
  • -Improve uptime (currently 0.0%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Apr 3, 2026timeout0msFail
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026