Zulip Engineering Benchmarks
Communication & Notifications
GitHub
As of October 26, 2026, Zulip has 1,344 merged pull requests, 18.0 hours median cycle time, 13.5 hours median review time, and 36 active contributors in the last 90 days. AI-related signals appear on 3.5% of recent work.
PRs with AI-related signals take 42% 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
109.4h
with signals
76.9h
baseline
42.4%
difference
AI-Related Signals
5.5%
11 of 199 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Zulip flagship | 1344 | 0.0% | 12.0h | 43.6h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 3 hours, 39 minutes ago.
See Your Team's Benchmarks