GitHub Secret Scanning Extended Metadata: How to Triage Active Credentials
Use GitHub secret scanning validity and extended metadata to route, contain, rotate, and close credential alerts without spreading secrets.
GitHub Copilot Browser Tools: A Security Checklist Before You Enable Them
A practical, source-backed checklist for scoping GitHub Copilot browser tools, limiting domains and permissions, and reviewing evidence after each agent-driven test.
CodeQL System Prompt Injection Detection: A Practical Triage Workflow
A practical workflow for triaging CodeQL system prompt injection findings and verifying a structural fix.
Security Validation for Third-Party AI Coding Agents: A Practical Review Gate
A practical, evidence-led merge gate for pull requests created by third-party AI coding agents.
GitGuardian vs Aikido Security: A Small-Team Evaluation Guide
A practical small-team framework for comparing GitGuardian and Aikido across secret detection, broader AppSec coverage, CI gates, evidence, privacy, and cost.
Snyk Competitors for Small Teams: A Practical Evaluation Framework
A practical, evidence-based framework for small teams evaluating Snyk competitors across coverage, workflow, privacy, reporting, maintenance, and cost.
AI Agent Secret Leakage: Keep Credentials Out of Context, Logs, and Git
A practical workflow to stop AI coding agents from exposing credentials through context collection, terminal output, logs, generated files, and Git history.
Dependency Audit Workflow for AI-Generated Code: Catch What the AI Missed
Why AI Coding Tools Silently Add Dependencies GitHub Copilot, Cursor, Claude Code, and other AI coding assistants generate code fast — but they also silently introduce third-party dependencies you never explicitly approved. A single AI suggestion can pull in a package with known vulnerabilities, incompatible licenses, or abandoned maintainers. Your package.json, requirements.txt, or Pipfile.lock grows
AI Code Review Automation: How to Build a Local Review Gate Without Cloud Tools
AI-generated code is everywhere now — from Copilot suggestions in your editor to full functions from ChatGPT and Claude. The problem is not the code itself; the problem is what slips through when nobody builds a real review gate before merging. Most teams assume they need a cloud-based SAST platform or an enterprise CI pipeline
Repository Security Review Checklist for AI-Assisted Development
Why Your Repository Needs a Security Review Before AI Writes More Code AI coding assistants like GitHub Copilot, Cursor, and Claude Code are transforming how developers write software. But every line of AI-generated code that lands in your repository introduces new risk vectors that traditional code review processes were never designed to catch. A structured