Open Webui Engineering Benchmarks

Open WebUI · GitHub · Updated July 28, 2026

Open Webui delivery benchmarks are based on 138 merged pull requests in the last 30 days (953 all-time), with 17.7 hours median cycle time, 0.1 hours median review time, and 18 active contributors. AI-related signals appear on 20.3% of recent work. PR volume is up 47% compared to the prior period.

Median Cycle Time
17.7h
PR open to merge
Median Review Time
0.1h
first review to approval
AI-Related Signals
20.3%
directional signal across recent PRs
Best Signal Fast Delivery
17.7h
Median cycle time of 17.7h

Repo vs Open WebUI Average

+10.1pp
AI Signals
+3.8h
Cycle Time
-0.5h
Review Time

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

AI Signals vs Cycle Time

Correlation

moderate positive
r = 0.57 (10 weeks)

Cycle Time by AI-Related Signals

84.0h
with signals
47.7h
baseline
76.2%
difference

PR Breakdown

30 with signals / 152 total PRs

Top AI Tools

ai_generic 20
claude_code 11
copilot 1

PR Type Breakdown

unknown 118
bugfix 12
feature 3
chore 3
refactor 1
docs 1

Methodology

Metrics are computed from merged pull request data synced daily from GitHub. AI-related metrics are directional signals inferred from pull request activity patterns and heuristics. Summary metrics use a 30-day rolling window; trends use a 90-day window. Last updated 28 minutes ago.

Updated daily from public GitHub pull requests.

See Your Team's Benchmarks

Get this analytics stack for your team

Connect GitHub and see cycle time, review bottlenecks, PR flow, and trend changes in minutes.

Connect Repos