AI Code Auditing Tools Compared: ShipReady vs Snyk vs Semgrep

AI-generated code needs scanning. But which tool? Here's a practical comparison for indie hackers and small teams.

Overview

Built specifically for AI-generated code. Understands patterns from Cursor, Lovable, Bolt.new, and similar tools.

Strengths

AI-Specific Detection:

• Recognizes AI-generated vulnerability patterns
• Catches "confident but wrong" AI code
• Understands vibe coding context

• Connect GitHub, click scan
• Plain-English explanations
• Copy-paste fixes

• Fast scans
• No complex setup
• Quick results

Pricing

Best For

• Vibe coders
• Solo founders
• AI-first development
• Quick security checks

Limitations

• Focused on SAST (no dependency scanning in free tier)
• Newer tool (less battle-tested)
• Limited customization

Overview

Enterprise-grade security platform covering code, dependencies, containers, and infrastructure.

Strengths

Comprehensive Coverage:

• SAST (code scanning)
• SCA (dependency scanning)
• Container scanning
• IaC scanning

• IDE plugins
• PR integrations
• Fix suggestions

• Compliance reporting
• Policy management
• Team dashboards

Pricing

Best For

• Growing teams
• Enterprise requirements
• Full security coverage
• Compliance needs

Limitations

• Complex pricing
• Can be overwhelming
• Overkill for solo devs
• Not AI-focused

Overview

Open-source static analysis with powerful custom rules. Used by security researchers and large organizations.

Strengths

Customization:

• Write custom rules
• Extensive rule registry
• Pattern-based detection

• Free core product
• Transparent detection
• Community rules

• Multi-language support
• Complex pattern matching
• CI/CD integration

Pricing

Best For

• Security engineers
• Custom requirements
• Large codebases
• Research purposes

Limitations

• Steep learning curve
• Requires security knowledge
• No AI-specific rules by default
• Complex setup

Detection Capabilities

User Experience

Integration

Choose ShipReady If:

• You build primarily with AI tools
• You want simple, fast scanning
• You're a solo founder or small team
• You need plain-English explanations
• Budget is limited

Choose Snyk If:

• You need comprehensive security
• You have compliance requirements
• You want dependency scanning
• You have a larger team
• Budget is flexible

Choose Semgrep If:

• You have security expertise
• You want custom rules
• You need maximum control
• You're doing security research
• You prefer open source

Scenario 1: Solo Founder with Lovable App

Recommendation: ShipReady

Why: Fast setup, understands AI patterns, affordable, plain-English results.

Setup: Connect GitHub (2 minutes)
Scan: Click button
Fix: Follow copy-paste instructions
Total time: Minutes to get started

Scenario 2: Funded Startup, 5 Engineers

Recommendation: Snyk

Why: Growing team needs comprehensive coverage, compliance for fundraising, budget available.

Setup: Team onboarding (1 day)
Integration: CI/CD pipeline
Coverage: Code + dependencies + containers
Ongoing: Continuous monitoring

Scenario 3: Security-Conscious Developer

Recommendation: Semgrep + ShipReady

Why: Semgrep for deep customization, ShipReady for AI-specific patterns.

Semgrep: Custom rules for your patterns
ShipReady: Catch AI-specific issues
Combined: Comprehensive coverage

Solo Founder (Annual)

Small Team (5 devs, Annual)

No single tool is best for everyone:

• ShipReady for AI-first, fast, affordable scanning
• Snyk for comprehensive, enterprise-grade security
• Semgrep for customization and control

The best security tool is the one you actually use.