AI writes code faster than teams can review it, and a measurable share of that code ships with exploitable flaws. These projects close the gap: scanners, review gates and analysis that run before a merge rather than after an incident.
The security problem with generated code is not that models are careless — it is that review capacity did not scale with generation speed. A reviewer who used to read forty lines a day now approves four hundred, and approval quality falls exactly where you would predict.
The tooling below moves checks to where the volume is: pre-merge, automated, and specific enough to be worth reading. Each entry states what class of problem it catches, because a scanner that flags everything gets muted within a week and then it protects nothing.
27 analysed projects match this topic.
Skip weeks of custom work by starting from a working http firewall foundation.
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Skip weeks of custom work by starting from a working python foundation.
Skip weeks of custom work by starting from a working vulnerability research foundation.
Skip weeks of custom work by starting from a working process isolation foundation.
Skip weeks of custom work by starting from a working security research foundation.
Skip weeks of custom work by starting from a working bug hunting foundation.
Skip weeks of custom work by starting from a working security foundation.
Skip weeks of custom work by starting from a working code analysis foundation.
Skip weeks of custom work by starting from a working ai agents foundation.
Skip weeks of custom work by starting from a working macos foundation.
Skip weeks of custom work by starting from a working ai security foundation.
Skip weeks of custom work by starting from a working code review foundation.
Skip weeks of custom work by starting from a working mtls foundation.
Skip weeks of custom work by starting from a working access control foundation.
Skip weeks of custom work by starting from a working secrets management foundation.
Skip weeks of custom work by starting from a working sast foundation.
Skip weeks of custom work by starting from a working tui foundation.
Skip weeks of custom work by starting from a working macos foundation.
Skip weeks of custom work by starting from a working llm foundation.
Skip weeks of custom work by starting from a working rag foundation.
Updated: 2026-08-17