Umami Engineering Benchmarks
Product Analytics & Observability
GitHub
As of June 3, 2026, Umami has 128 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.
PRs with AI-related signals take 487% longer than the baseline.
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
520.8h
with signals
88.7h
baseline
487.3%
difference
AI-Related Signals
12.5%
4 of 32 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Umami flagship | 128 | 0.0% | 155.2h | 0.3h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 16 hours, 20 minutes ago.
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