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o11y-bench 1.1 Pass^3

Agents

Grafana Labs' open benchmark of 64 observability and SRE tasks across logs, metrics, traces, dashboards and incidents. An agent works against a real Grafana stack, and each task runs three times and is graded by checks plus an LLM judge. Pass^3 is the share of tasks where all three attempts pass, and timeouts, crashes and run errors count as failures. Version 1.1 changed the judge and added a task, so it isn't comparable with 1.0.

Benchmark source: O11ybench

Top models (higher is better)

ModelScoreSource
Claude Opus 5.593.8o11y-bench 1.1 leaderboard: claude-opus-5-5 (medium) · Grafana Labs
Claude Sonnet 5.590.6o11y-bench 1.1 leaderboard: claude-sonnet-5-5 (xhigh) · Grafana Labs
Claude Haiku 5.587.5o11y-bench 1.1 leaderboard: claude-haiku-5-5 (xhigh) · Grafana Labs
Gemini 4 Argon87.5o11y-bench 1.1 leaderboard: gemini-4-argon (low) · Grafana Labs
GPT-6.1 Sol87.5o11y-bench 1.1 leaderboard: gpt-6.1-sol (medium) · Grafana Labs
GPT-6 Astra87.5o11y-bench 1.1 leaderboard: gpt-6-astra (low) · Grafana Labs
Muse Spark Open85.9o11y-bench 1.1 leaderboard: accounts/fireworks/models/muse-spark-open (high) · Grafana Labs
GPT-6 Luna84.4o11y-bench 1.1 leaderboard: gpt-6-luna (xhigh) · Grafana Labs
DeepSeek V4.1 Flash 101781.3o11y-bench 1.1 leaderboard: accounts/fireworks/models/deepseek-v4p1-flash-1017 (max) · Grafana Labs
GLM-5.381.3o11y-bench 1.1 leaderboard: accounts/fireworks/models/glm-5p3 (max) · Grafana Labs
Kimi K381.3o11y-bench 1.1 leaderboard: accounts/fireworks/models/kimi-k3 (max) · Grafana Labs
Mistral Large 4 Preview81.3o11y-bench 1.1 leaderboard: mistralai/mistral-large-4-0 (high) · Grafana Labs
Grok 4.776.6o11y-bench 1.1 leaderboard: x-ai/grok-4.7 (high) · Grafana Labs
GPT-5.6 Luna65.6o11y-bench 1.1 leaderboard: gpt-5.6-luna (low) · Grafana Labs
MiniMax M3.1 Flash64.1o11y-bench 1.1 leaderboard: minimax/minimax-m3.1-flash (high) · Grafana Labs
Qwen3.8 27B64.1o11y-bench 1.1 leaderboard: qwen/qwen3.8-27b (low) · Grafana Labs
Gemma 4 31B IT56.3o11y-bench 1.1 leaderboard: google/gemma-4-31b-it (low) · Grafana Labs
GPT-5.4 Mini54.7o11y-bench 1.1 leaderboard: gpt-5.4-mini (low) · Grafana Labs
Qwen3.6 27B51.6o11y-bench 1.1 leaderboard: qwen/qwen3.6-27b (high) · Grafana Labs
Qwen3.6 35B A3B43.8o11y-bench 1.1 leaderboard: qwen/qwen3.6-35b-a3b (high) · Grafana Labs
Haiku 4.526.6o11y-bench 1.1 leaderboard: claude-haiku-4-5 (off) · Grafana Labs
GPT-5.4 Nano10.9o11y-bench 1.1 leaderboard: gpt-5.4-nano (off) · Grafana Labs
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