CodeQL
GitHub's semantic code analysis engine that queries code as data to find security vulnerabilities, used by GitHub code scanning.
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- Can a coding agent find vulnerabilities in your codebase? Where the security pass goes: pre-commit, pull request or schedule
Agents found the PHP bugs fixed on 21 October 2026, but on real apps 82-86% of agent findings were false. Three security layers, with commands.