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LEADERBOARD
Observability
Monitoring, logging, and tracing for AI systems
18tools ranked
Observability Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | Cloudflare MCPOfficial | 9.2 | 9.5 | 9.4 | 8.4 | 8.9 | 9.5 | 3,594 |
| 🥈 | Sentry MCPOfficial | 9.1 | 9.3 | 9.4 | 8.3 | 8.9 | 9.1 | 628 |
| 🥉 | AWS MCPOfficial | 7.7 | 7.2 | 7.3 | 8.0 | 8.4 | 9.0 | 8,725 |
| #4 | Langfuse | 6.9 | 6.7 | 6.6 | 6.7 | 7.0 | 8.5 | 24,636 |
| #5 | OpenLLMetry | 6.8 | 6.5 | 6.4 | 6.7 | 7.2 | 9.0 | 6,986 |
| #6 | Helicone | 6.8 | 6.5 | 6.5 | 6.8 | 6.9 | 9.0 | 5,466 |
| #7 | OpenLIT | 6.7 | 6.3 | 6.2 | 6.8 | 7.2 | 9.0 | 2,354 |
| #8 | PortkeyOfficial | 6.7 | 6.6 | 6.6 | 6.8 | 6.0 | 8.5 | 11,256 |
| #9 | AgentOps | 6.7 | 6.5 | 6.3 | 6.7 | 6.7 | 8.5 | 5,448 |
| #10 | LangSmithOfficial | 6.7 | 6.8 | 6.7 | 6.6 | 5.3 | 8.5 | 840 |
| #11 | Grafana MCP | 6.6 | 6.4 | 6.7 | 6.5 | 7.0 | 6.9 | 2,200 |
| #12 | Lunary | 6.5 | 6.4 | 6.3 | 6.7 | 7.0 | 6.3 | 1,500 |
| #13 | Phospho | 6.5 | 6.3 | 6.2 | 6.6 | 7.0 | 7.0 | 439 |
| #14 | Datadog MCPOfficial | 6.4 | 6.6 | 6.9 | 6.2 | 5.3 | 7.1 | 1,500 |
| #15 | HoneyHiveOfficial | 6.3 | 6.4 | 6.5 | 6.5 | 5.5 | 6.6 | 500 |
| #16 | Literal AIOfficial | 6.3 | 6.3 | 6.4 | 6.5 | 5.7 | 6.5 | 800 |
| #17 | PagerDuty MCP | 6.2 | 6.1 | 6.2 | 6.2 | 6.2 | 6.0 | 750 |
| #18 | Log10Official | 6.0 | 6.3 | 6.4 | 6.6 | 6.0 | 3.5 | 96 |
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Why Cloudflare MCP is #1
Cloudflare MCP leads Sentry MCP by +0.4 in Trust, and also wins in Output Quality, Efficiency, Cost.
Output Quality
9.5
vs 9.3
Reliability
9.4
vs 9.4
Efficiency
8.4
vs 8.3
Cost
8.9
vs 8.9
Trust
9.5
vs 9.1
Score Guide:9+ Exceptional8+ Excellent7+ Good6+ Fair<6 Below Avg
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.