Umami Engineering Benchmarks
Product Analytics & Observability
GitHub
As of July 27, 2026, Umami has 146 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 22% 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
126.9h
with signals
103.7h
baseline
22.4%
difference
AI-Related Signals
11.1%
4 of 36 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Umami flagship | 146 | 9.1% | 103.8h | 74.3h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 22 hours, 39 minutes ago.
See Your Team's Benchmarks