Zero-Shot Code Bug Detection

U

@

·

Zero-shot code bug detection across null errors, type mismatches, logic errors, resource leaks, and security vulnerabilities.

74 copies0 forks
Detect potential bugs in this code without any examples, using only bug category definitions.

## Code to Analyze
{{code_snippet}}

## Bug Categories to Check

**Null/Undefined Errors**: Missing null checks, undefined access
**Type Errors**: Type mismatches, invalid conversions
**Logic Errors**: Incorrect conditions, off-by-one, wrong operators
**Resource Leaks**: Unclosed connections, memory leaks, file handles
**Concurrency Issues**: Race conditions, deadlocks, missing locks
**Security Vulnerabilities**: Injection, exposure, validation gaps

## Analysis Instructions

1. Scan code systematically for each bug category.

2. For each potential bug:
   - Line number(s)
   - Bug category
   - Description of issue
   - Potential impact
   - Suggested fix

3. Rate severity: Critical/High/Medium/Low

4. Assess confidence: High/Medium/Low

**Output Format:**
```json
{
  "bugs": [
    {
      "line": 42,
      "category": "null_error",
      "description": "...",
      "severity": "high",
      "fix": "..."
    }
  ]
}
```

Details

Category

Coding

Use Cases

Bug detectionCode analysisQuality assurance

Works Best With

claude-sonnet-4-20250514gpt-4o
Created Shared

Create your own prompt vault and start sharing

Zero-Shot Code Bug Detection | Promptsy