SecRepoBench (Aider) - Secure-Pass@1: leaderboard
Metric: Completions that pass the unit tests and the PoC security test, pass@1 (%). Source: secrepobench.github.io. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 50.6 |
| 2 | Claude Sonnet 4.5 (Thinking) | 45.6 |
| 3 | Gemini 3 Pro | 45.3 |
| 4 | O3 | 43.4 |
| 5 | Claude Sonnet 4 (Thinking) | 43.4 |
| 6 | GPT-4.1 | 39 |
| 7 | O4 Mini | 39 |
Interactive version: theaggregate.ai/benchmark?slug=secrepobench-aider-secure-pass-1 · How It Works · Data refreshed daily, snapshot 2026-09-19.