Umami Engineering Benchmarks
Product Analytics & Observability
GitHub
As of September 11, 2026, Umami has 164 merged pull requests, 27.2 hours median cycle time, 0.0 hours median review time, and 23 active contributors in the last 90 days. AI-related signals appear on 0.0% of recent work.
Delivery Trend and AI Signals
PR Backlog (Humans)
Excludes AI agents and automation accounts.
PR Backlog (AI Agents)
AI coding agents only.
Cycle Time by AI-Related Signals
84.4h
with signals
81.9h
baseline
3.1%
difference
AI-Related Signals
14.7%
5 of 34 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Umami flagship | 164 | 7.7% | 33.7h | 33.7h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 36 minutes ago.
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