Open Webui Engineering Benchmarks

Open WebUI · GitHub · Updated October 26, 2026

Open Webui delivery benchmarks are based on 662 merged pull requests in the last 30 days (2,086 all-time), with 5.2 hours median cycle time, 16.1 hours median review time, and 17 active contributors. AI-related signals appear on 57.4% of recent work. PR volume is up 102% compared to the prior period.

Median Cycle Time
5.2h
PR open to merge
Median Review Time
16.1h
first review to approval
AI-Related Signals
57.4%
directional signal across recent PRs
Best Signal Growing Cadence
+102%
PR volume up 102% vs prior period

Repo vs Open WebUI Average

+27.6pp
AI Signals
-4.4h
Cycle Time
+15.5h
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

29.0h
with signals
27.4h
baseline
5.9%
difference

PR Breakdown

392 with signals / 712 total PRs

Top AI Tools

ai_generic 372
claude_code 5
gemini 1

PR Type Breakdown

unknown 612
bugfix 40
feature 6
refactor 3
chore 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 3 hours, 39 minutes ago.

Updated daily from public GitHub pull requests.

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