Security Vulnerability Scanner
Scan codebases for OWASP top-10 vulnerabilities, dependency issues, and security anti-patterns with remediation guidance.
Estimated Time
20 minutes
Popularity
86/100
Difficulty
advanced
Industry
Software Development & IT
Prerequisites
- Strong programming skills in Python or similar languages
- Experience with AI model APIs and prompt engineering
- Understanding of data pipelines and ETL processes
- Knowledge of the specific domain/industry context
- Familiarity with cloud services (AWS, GCP, or Azure)
Implementation Guide
- 1
Set Up Your Environment
Choose your preferred integration method (api, plugin, webhook) and set up API credentials for your selected AI model.
- 2
Prepare Input Data
This skill accepts code as input. Ensure your data is properly formatted and validated before processing.
- 3
Configure the AI Model
Select from supported models: Anthropic Claude, OpenAI GPT-4. Configure parameters like temperature, max tokens, and system prompts for optimal results.
- 4
Implement the Core Logic
Build the processing pipeline to send code data to the AI model and handle the analysis/text response.
- 5
Handle Output & Post-Processing
Process the analysis, text output. Apply validation, formatting, and any domain-specific post-processing rules.
- 6
Test & Validate
Test with representative data covering edge cases. Validate outputs against expected results for your security analysis use cases.
- 7
Deploy & Monitor
Deploy to production with proper monitoring, logging, and alerting. Track accuracy, latency, and usage metrics over time.
AI Models & Recommendations
Excellent for complex reasoning, long-context analysis, and safety-critical applications.
Strong general-purpose capabilities with broad knowledge and reasoning.
Integration Methods
RESTful API — send HTTP requests to integrate this skill into any application or service.
Plugin — install as a plug-and-play extension in supported platforms.
Webhook — receive real-time event-driven notifications and trigger automated actions.
Input & Output Types
Input
Output
Example Prompt
You are an AI assistant specialized in Security Analysis for the software-dev industry. Scan codebases for OWASP top-10 vulnerabilities, dependency issues, and security anti-patterns with remediation guidance.
Analyze the following code and provide a detailed analysis.
Consider these use cases:
- Pre-deployment security review
- Dependency vulnerability audit
- SQL injection detection
Provide your response in a structured format with clear sections and actionable insights.Estimated Cost
Low to moderate cost — text-based processing typically costs $0.001–$0.03 per request depending on input length and model.
Best Practices
- Design for scalability — consider rate limits, batching, and async processing.
- Implement comprehensive logging and monitoring from the start.
- Use prompt engineering techniques to improve output quality and consistency.
- Set up automated testing pipelines to catch regressions early.
- Consider fallback strategies when the primary AI model is unavailable.
Use Cases
- Pre-deployment security review
- Dependency vulnerability audit
- SQL injection detection
Tags
Embed This Skill
Copy the code below to embed this skill card on your website.
<!-- AI Skills Hub - Security Vulnerability Scanner -->
<div style="border:1px solid #e5e7eb;border-radius:12px;padding:20px;max-width:400px;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;background:#fff;">
<div style="display:flex;align-items:center;gap:8px;margin-bottom:12px;">
<span style="background:#f97316;color:#fff;padding:2px 10px;border-radius:999px;font-size:12px;font-weight:600;text-transform:capitalize;">advanced</span>
<span style="background:#f3f4f6;padding:2px 10px;border-radius:6px;font-size:12px;color:#4b5563;">Software Development & IT</span>
</div>
<a href="https://aiskillhub.info/skill/software-dev-security-scanner" target="_blank" rel="noopener" style="text-decoration:none;">
<h3 style="margin:0 0 8px;font-size:18px;font-weight:700;color:#111827;">Security Vulnerability Scanner</h3>
</a>
<p style="margin:0 0 12px;font-size:14px;color:#6b7280;line-height:1.5;">Scan codebases for OWASP top-10 vulnerabilities, dependency issues, and security anti-patterns with remediation guidance.</p>
<div style="display:flex;align-items:center;justify-content:space-between;font-size:12px;color:#9ca3af;">
<span>Security Analysis</span>
<span>20 minutes</span>
</div>
<a href="https://aiskillhub.info/skill/software-dev-security-scanner" target="_blank" rel="noopener" style="display:inline-block;margin-top:12px;padding:6px 16px;background:#4f46e5;color:#fff;border-radius:8px;font-size:13px;font-weight:500;text-decoration:none;">View on AI Skills Hub →</a>
</div><!-- AI Skills Hub - Embed via iframe -->
<iframe
src="https://aiskillhub.info/skill/software-dev-security-scanner"
width="100%"
height="800"
style="border:none;border-radius:12px;"
title="Security Vulnerability Scanner - AI Skills Hub"
></iframe>Related Skills
View all in Software Development & ITTechnical Debt Analyzer
advancedScan codebases to identify and quantify technical debt, suggesting refactoring priorities based on impact and effort estimates.
Automated Test Generator
intermediateGenerate unit tests, integration tests, and end-to-end test suites from source code analysis and requirement specifications.
AI Code Review Assistant
intermediateReview pull requests for bugs, security vulnerabilities, performance issues, and coding standard violations with actionable feedback.
AI Bug Diagnosis Tool
intermediateAnalyze error logs, stack traces, and code context to identify root causes and suggest fixes for software bugs.
CI/CD Pipeline Generator
intermediateGenerate CI/CD pipeline configurations for GitHub Actions, GitLab CI, or Jenkins based on project structure and deployment requirements.
Database Query Optimizer
intermediateAnalyze and optimize SQL queries, suggest index improvements, and identify N+1 query problems for better database performance.