50 AI Prompts for Code Review That Actually Find Bugs

Most developers paste code into ChatGPT with "review this" and get vague feedback. Structured prompts with specific checklists outperform open-ended requests by 10x.

Free Sample #1: Security Audit

Perform a security audit of this code. Check for:
1. Injection vulnerabilities (SQL, command, XSS, template)
2. Authentication/authorization flaws
3. Hardcoded secrets or credentials
4. Insecure cryptography
5. Race conditions or TOCTOU bugs
6. Path traversal or file access issues
7. Missing input validation

For each finding: severity, affected line numbers,
attack scenario, and fix.

Code:
[PASTE CODE]

Free Sample #2: Performance Review

Analyze this code for performance issues:
1. Algorithm complexity (nested loops, O(n^2) patterns)
2. Memory leaks and excessive allocations
3. Database N+1 queries
4. Missing caching opportunities
5. Blocking operations in async contexts

For each: impact estimate and optimized code.

Code:
[PASTE CODE]

Free Sample #3: Python-Specific Review

Review this Python code for:
1. Mutable default arguments
2. Variable shadowing of builtins
3. Bare except clauses
4. Missing context managers for files
5. f-string injection risks
6. Type annotation gaps

Code:
[PASTE CODE]

Want All 50 Prompts + 10 Scripts?

The full AI Code Review Toolkit includes:

15 security review prompts • 15 code quality prompts • 10 language-specific prompts (Python, TypeScript, Rust, Go, Solidity, React, SQL, Swift, C++, Shell) • 10 automation scripts (pre-commit hooks, PR reviewers, secret scanners)

Works with Claude, GPT-4, DeepSeek, Gemini, Ollama — any LLM.

Get the Toolkit — $9

Or try the free API: nopii.xyz (10 reviews/month)