Open Webui Engineering Benchmarks

Open WebUI · GitHub · Updated September 11, 2026

Open Webui delivery benchmarks are based on 180 merged pull requests in the last 30 days (1,205 all-time), with 6.5 hours median cycle time, 0.0 hours median review time, and 19 active contributors. AI-related signals appear on 26.7% of recent work. PR volume is down -2% compared to the prior period.

Median Cycle Time
6.5h
PR open to merge
Median Review Time
0.0h
first review to approval
AI-Related Signals
26.7%
directional signal across recent PRs
Best Signal Fast Delivery
6.5h
Median cycle time of 6.5h

Repo vs Open WebUI Average

+13.9pp
AI Signals
-6.1h
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.

Cycle Time by AI-Related Signals

42.9h
with signals
44.1h
baseline
-2.8%
difference

PR Breakdown

52 with signals / 191 total PRs

Top AI Tools

ai_generic 47
chatgpt 2

PR Type Breakdown

unknown 179
ci 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 2 hours, 2 minutes ago.

Updated daily from public GitHub pull requests.

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