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Outline Engineering Benchmarks

Knowledge Management GitHub
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As of September 11, 2026, Outline has 1,411 merged pull requests, 0.6 hours median cycle time, 0.1 hours median review time, and 18 active contributors in the last 90 days. AI-related signals appear on 8.0% of recent work.

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

Top AI Coding Agents

Most active AI coding agents in the last 90 days.

Cycle Time by AI-Related Signals

14.9h
with signals
14.8h
baseline
1.2%
difference

AI-Related Signals

62.4%
358 of 574 PRs show AI-related signals

Repository Comparison

Repository PRs AI Signals Cycle Time Review Time
Outline flagship 1411 2.2% 0.5h 0.1h

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 2 hours, 2 minutes ago.

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