Vibe-coded your repo? Drift finds the architecture problems
Catches AI code debt deterministically with AST analysis when linters only check style.
The local security gate for AI-generated code.
Catches AI architectural drift locally before GitHub Advanced Security sees it.
Developers using AI coding assistants
Snyk · Semgrep · GitHub Advanced Security
Catches AI code debt deterministically with AST analysis when linters only check style.
Catches architectural erosion that Ruff and Semgrep miss entirely.
Malicious OpenClaw skill scanner, but the market for hardening OpenClaw specifically is tiny.
Byzantine fault detection without promoting hubs to decision-makers — clever constraint, niche audience.
MCP-specific guardrails when Claude ecosystem lacks native security scanning.
Client-side scanner catches hardcoded secrets in AI code—real problem, obvious solution.