Outline Engineering Benchmarks
Knowledge Management
GitHub
As of July 27, 2026, Outline has 1,070 merged pull requests, 0.7 hours median cycle time, 0.1 hours median review time, and 20 active contributors in the last 90 days. AI-related signals appear on 10.0% of recent work.
PRs with AI-related signals ship 12% 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
4 PRs (100.0%)
Cycle Time by AI-Related Signals
14.6h
with signals
16.5h
baseline
-11.6%
difference
AI-Related Signals
67.5%
311 of 461 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Outline flagship | 1070 | 7.6% | 1.1h | 0.1h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 22 hours, 39 minutes ago.
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