Outline Engineering Benchmarks
Knowledge Management
GitHub
As of June 3, 2026, Outline has 788 merged pull requests, 0.6 hours median cycle time, 0.1 hours median review time, and 16 active contributors in the last 90 days. AI-related signals appear on 10.6% of recent work.
PRs with AI-related signals ship 57% faster than the baseline.
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
26 PRs (100.0%)
Cycle Time by AI-Related Signals
9.8h
with signals
22.9h
baseline
-57.0%
difference
AI-Related Signals
69.6%
266 of 382 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Outline flagship | 788 | 18.4% | 0.5h | 0.1h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 16 hours, 21 minutes ago.
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