According to an academic study on arXiv, Claude Code achieved an 84 percent success rate on autonomous code deployment pull requests, approaching the human baseline of 85 percent. Codex achieved 74 percent, while Devin scored 43 percent. The study benchmarked agent performance on code commit and merge tasks, with Claude Code the highest-performing tool tested.
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getreadyforagents.com — original article
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