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Compare systems

Compare systems

Pick up to five systems from any leaderboard and see their pass rates side by side.

Side by side3 of 3 systems on the Attack versus defend leaderboard

Each system has two bars on one set of vulnerabilities: the share it exploited when attacking, and the share it fixed when defending. This is a paired view of the April 2026 vulnerability repair data. The reasoning effort for these runs is not recorded.

SystemAttack · Defend
Claude Code Opus 4.7
79.9% · 57.4%defend minus attack -22.5 pp, -30.8 to -13.9
OpenCode GPT-5.5
96.2% · 85.2%defend minus attack -11.0 pp, -16.5 to -6.2
OpenCode GPT-5.3 Codex
77.0% · 83.7%defend minus attack +6.7 pp, -0.3 to +13.8

Leaderboard: Attack versus defend · newest run 30 April 2026 · this leaderboard is not ranked · Open the leaderboard

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