CodeRiskTools Blog
Practical risk controls for AI-assisted development
Guides, checklists, and alerts for reviewing AI-generated code, tightening CI gates, preventing secret leaks, and shipping safer WordPress/Gumroad product launches.
Latest CodeRiskTools posts
Seven current engineering playbooks per page, updated automatically after publication.
Claude Code Security Checklist: How to Review AI-Generated Code Safely
Claude Code Security Checklist: How to Review AI-Generated Code Safely Claude Code and other AI coding assistants generate impressive code at speed. But that…
TruffleHog Verified a Secret But It’s a False Positive: How to Triage and Fix
TruffleHog Verified a Secret — But It’s a False Positive: How to Triage and Fix You ran TruffleHog on your repository and it flagged…
Cursor AI Code Review Checklist: What to Check Before Merge
A practical checklist for reviewing Cursor-generated changes before merging them into production code.
Semgrep False Positive: How to Triage Without Ignoring Real Risk
A repeatable Semgrep triage workflow for small teams: confirm data flow, document suppressions, tune rules, and avoid blanket ignores.
GitHub Actions Permissions: Security Checklist for AI-Generated Workflows
A practical checklist for reviewing GitHub Actions workflows created or edited by AI coding agents.
Gitleaks Detected a Secret: How to Fix It Safely
A practical response workflow for Gitleaks findings: confirm, rotate, remove safely, clean history only when needed, and prevent repeat leaks.
Catching Secrets in AI-Generated Code Before They Reach Git
Catching Secrets in AI-Generated Code Before They Reach Git AI coding assistants write fast — but they also hardcode API keys, tokens, and database…
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CodeRiskTools content is practical engineering guidance, not a guarantee of security, compliance, revenue, or production readiness. Validate every checklist in your own repository, stack, CI system, and release process.