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7 SAST Scanners That Catch Bugs Before They Ship

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7 SAST scanners that catch the vulnerability before it ships — one per language, plus the AI move that runs them all.

1. Semgrep — open-source SAST, 30+ languages, runs local/CI/pre-commit → github.com/semgrep/semgrep
2. CodeQL — GitHub's semantic engine; treats code as data, traces dangerous flows → github.com/github/codeql
3. Snyk Code — AI-assisted SAST, traces flows in ms, inline fixes → snyk.io
4. Bandit — Python AST security linter, the default in every Python pipeline → github.com/PyCQA/bandit
5. Brakeman — static scanner built for Ruby on Rails → github.com/presidentbeef/brakeman
6. gosec — Go security checker, walks the AST for insecure patterns → github.com/securego/gosec
7. njsscan — semantic-aware SAST for Node.js → github.com/ajinabraham/njsscan

The real move: point a coding harness at your repo and run them all PLUS a multi-model AI review — Claude, GPT and Gemini hunting in parallel, findings validated and adjudicated. That is AI-driven engineering.

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Music: "Liberation" by Kraftamt, CC BY 3.0

#appsec #sast #cybersecurity #devsecops #semgrep #codeql #aidrivenengineering #stationx
Category
Cybersecurity

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