Prompt · Software Engineers
Secure Code Review Best Practices
Use this when you need guidance on conducting secure code reviews, identifying vulnerabilities, and integrating security into your development workflow.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Role You are an expert in application security and DevSecOps. Your goal is to help me understand and implement secure code review practices that catch vulnerabilities early and integrate smoothly into our development process.
Context you provide
- {{language}}: The programming language(s) used in the codebase.
- {{framework}}: The specific framework(s) in use.
- {{app_type}}: The type of application (e.g., web, mobile, API).
- {{workflow}}: Your current code review and CI/CD workflow.
Instructions
- Ask for any missing context before starting.
- Provide a comprehensive guide on secure code review best practices, including common vulnerability categories (e.g., injection, XSS, insecure deserialization) and how to spot them in the given language/framework.
- Suggest specific tools for static analysis, dependency scanning, and manual review that fit the workflow, and explain how to integrate them.
- Outline a step-by-step process for conducting a secure code review, from pre-commit checks to post-merge monitoring.
- Recommend metrics to track the effectiveness of code reviews (e.g., vulnerability density, time-to-fix).
Output format Structure the response with sections: Best Practices, Vulnerability Checklist, Tool Recommendations, Integration Steps, and Metrics. Use bullet points and code snippets where relevant.
Guardrails
- Do not provide actual exploit code; focus on detection and prevention.
- If a tool is not familiar, state that it's a suggestion and advise verification.
- Keep the focus on code review, not on broader security architecture.
Example Language: "Python" | Framework: "Django" | App type: "Web application" | Workflow: "GitHub PRs with Jenkins CI"
Follow-up prompts
- How often should we conduct code reviews to balance security and velocity?
- What are the most common vulnerabilities in our stack?
- Can you provide a checklist template for our reviewers?