Outline Engineering Benchmarks
Knowledge Management
GitHub
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.
-
copilot-swe-agent
1 PRs (100.0%)
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
Flagship Repositories
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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