The AI-code flood made one truth undeniable: static analysis only matters if developers fix what it finds. We scored ten SAST tools with fix-rate potential precision, PR-fit, and remediation quality weighted highest. At the same time, enforcing strict secure coding practices remains the most cost-effective way to stop injection attacks, memory leaks, and broken logic before pull requests ever merge. Snyk Code takes #1 on developer gravity; GitHub CodeQL and Semgrep complete a podium that says the developer lane won. Key Takeaways • 1 overall: Snyk Code findings at IDE speed, fixes in the PR. • Podium: Snyk (DX), CodeQL (bundled semantic depth), Semgrep (rules developers actually write). • Enterprise anchors hold:...
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