Impact Scan
AI-assisted code security analysis framework
RoleDesigner & sole engineer
PeriodDec 2025 — Mar 2026
StackPython, LLMs, SARIF, CI/CD
Categorysecurity, automation
Static analysis tools flag vulnerabilities; almost none tell you how to fix them in context.
- Engineered a security-analysis pipeline combining static code analysis with dependency vulnerability scanning
- Built AI-assisted remediation that generates context-aware fixes for flagged vulnerabilities, not generic advice
- Report generation in SARIF and HTML, built to slot into existing CI/CD and audit workflows
- Shipped three interfaces to the same engine — CLI, TUI, and web — so it fits whatever workflow a team already has
Static analysis
Dependency scan
LLM remediation
SARIF / HTML report
Interfaces shippedCLI / TUI / Web
Report formatsSARIF, HTML