--- title: Introducing o11y-bench: an open benchmark for AI agents... description: Grafana Labs has open sourced o11y-bench, a benchmark for evaluating AI agents on observability workflows. Built on the Harbor framework, it runs agents... canonical: https://daily.dev/posts/introducing-o11y-bench-an-open-benchmark-for-ai-agents-running-observability-workflows-psucsa908 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Introducing o11y-bench: an open benchmark for AI agents running observability workflows | daily.dev og:description: Grafana Labs has open sourced o11y-bench, a benchmark for evaluating AI agents on observability workflows. Built on the Harbor framework, it runs agents... og:url: https://daily.dev/posts/introducing-o11y-bench-an-open-benchmark-for-ai-agents-running-observability-workflows-psucsa908 og:image: https://api.daily.dev/og/posts/psucsA908.png og:image:alt: Introducing o11y-bench: an open benchmark for AI agents running observability workflows og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Introducing o11y-bench: an open benchmark for AI agents running observability workflows **[Grafana Labs](https://daily.dev/sources/grafana)** · 9 min read · 20 upvotes · 0 comments ## Summary Grafana Labs has open sourced o11y-bench, a benchmark for evaluating AI agents on observability workflows. Built on the Harbor framework, it runs agents against a real Grafana stack with synthetic metrics, logs, and traces, then grades them on 63 tasks spanning PromQL queries, LogQL, TraceQL, multi-step incident investigations, and dashboard editing. The benchmark uses two headline metrics — Pass^3 (consistency across three runs) and Pass@3 (best-of-three success) — prioritizing reliability over one-off success. Initial results across 29 model variants showed Claude Opus 4.7 (reasoning off) leading on consistency, with Qwen 3.6 Plus as the top open-source model. Dashboarding tasks proved hardest due to combined state, query correctness, and variable wiring requirements. The project is open source and accepts community contributions to its HuggingFace leaderboard. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The Agent Said It Was Done. 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