Security
Top Code Analyzer Tools for Code Quality and Security
Quick answer
Combine SAST, DAST, and AI code review to cover every risk surface. Use SonarQube or Checkmarx for static analysis, OWASP ZAP for runtime testing, language-specific linters for depth, and Propel to orchestrate findings, classify severity, and enforce policy before merge.
Security-first analyzers
SAST
- SonarQube / Checkmarx: Broad language coverage, policy dashboards, and CI integration.
- Semgrep: Lightweight static analysis with custom rule packs, ideal for fast-moving teams.
DAST & IAST
- OWASP ZAP, Burp Suite for runtime scanning and API validation.
- Contrast Security / Hdiv for interactive testing inside running apps.
Code quality analyzers
- Code Climate, Embold, SonarCloud: Maintainability index, technical debt, duplication metrics.
- Language specialists: ESLint, Pylint, RuboCop, FindBugs/SpotBugs for deep ecosystem knowledge.
AI-powered reviewers
- Propel: Learns team policies, tags severity, blocks risky merges, exports compliance-ready audit trails.
- Snyk Code, Amazon CodeGuru: ML-driven vulnerability detection with IDE and CI feedback.
Integration blueprint
- Run linters/formatters pre-commit to keep diffs clean.
- Execute SAST and AI review in CI; fail builds on must-fix findings.
- Schedule DAST/IAST scans nightly or before key releases.
- Aggregate all findings into Propel so reviewers see a unified queue with severity.
- Export reports for security and compliance stakeholders.
Choosing the right combination
- Map regulatory and customer requirements first; pick tools that meet audit needs.
- Balance depth with developer ergonomics—avoid alert fatigue.
- Start with one tool per category, then expand coverage incrementally.
- Use Propel analytics to measure issue resolution time and false positives.
Ready to Transform Your Code Review Process?
See how Propel's AI-powered code review helps engineering teams ship better code faster with intelligent analysis and actionable feedback.
