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I'm a CS student. I built a GitHub App and audited 5 popular repos with it. here's what I found.

DEV Community·zaxion·6 months ago
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#github#opensource#webdev#codenewbie#zaxion
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I started building Zaxion in August 2025.

No co-founder. No team. No funding. Just me, a CS

student, annoyed at watching the same

security mistakes show up in every codebase I

touched — including my own.

The idea was simple: what if your team's standards

actually got enforced on every PR, automatically,

before a human ever had to say anything?

8 months later I shipped it.

Zaxion is a GitHub App that enforces custom code

policies on every PR. You write the rule once in

plain English or in Jason format. It enforces it forever. Hardcoded

secrets, unhandled async calls, raw SQL with user

input, missing tests on critical paths — whatever

your team actually cares about.

The engine uses Babel AST to understand code

semantically. Not just text matching. Actual data

flow, variable scope, taint tracking. For higher

level architectural rules that are hard to express

as code, it uses an LLM evaluator.…

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